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  • September 2008 (Revised September 2010)
  • Exercise

Exercise on Estimation

By: Jason Riis and John T. Gourville
This exercise is meant to assess students' level of confidence around everyday business and general knowledge questions, for the purpose of identifying where they are overconfident and underconfident. View Details
Keywords: Decision Making; Forecasting and Prediction; Personal Characteristics
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Riis, Jason, and John T. Gourville. "Exercise on Estimation." Harvard Business School Exercise 509-022, September 2008. (Revised September 2010.)
  • winter 1996
  • Article

The Market Pricing of Cash Flow Forecasts: Discounted Cash Flow vs. the Method of Comparables

By: S. N. Kaplan and R. S. Ruback
Keywords: Price; Cash Flow; Forecasting and Prediction
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Kaplan, S. N., and R. S. Ruback. "The Market Pricing of Cash Flow Forecasts: Discounted Cash Flow vs. the Method of Comparables." Journal of Applied Corporate Finance 8, no. 4 (winter 1996): 45–60.
  • 2023
  • Working Paper

'De Gustibus' and Disputes about Reference Dependence

By: Thomas Graeber, Pol Campos-Mercade, Lorenz Goette, Alexandre Kellogg and Charles Sprenger
Existing tests of reference-dependent preferences assume universal loss aversion. This paper examines the implications of heterogeneity in gain-loss attitudes for such tests. In experiments on labor supply and exchange behavior we measure gain-loss attitudes and then... View Details
Keywords: Behavioral Economics; Decision Choices and Conditions; Forecasting and Prediction
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Graeber, Thomas, Pol Campos-Mercade, Lorenz Goette, Alexandre Kellogg, and Charles Sprenger. "'De Gustibus' and Disputes about Reference Dependence." Harvard Business School Working Paper, No. 24-046, January 2024.
  • Editorial

The Power of Precise Predictions

By: Philip E. Tetlock and J. Peter Scoblic
Keywords: Politics; Foreign Policy; Forecasting and Prediction; Globalization; Policy; Government and Politics
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Tetlock, Philip E., and J. Peter Scoblic. "The Power of Precise Predictions." New York Times (October 4, 2015), SR10.
  • 2011
  • Chapter

Prospective Codes Fufilled: A Potential Neural Mechanism of Will

By: Thalia Wheatley and Christine E. Looser
One of my few shortcomings is that I can’t predict the future.
Lars Ulrich, Metallica.

Lars Ulrich was right and wrong. He was right in the way we most often think about the future—as a long stretch of time during which multiply... View Details
Keywords: Free Will; Neuroscience; Responsibility; Prospection; Forecasting and Prediction; Science; Cognition and Thinking
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Wheatley, Thalia, and Christine E. Looser. "Prospective Codes Fufilled: A Potential Neural Mechanism of Will." Chap. 13 in Conscious Will and Responsibility: A Tribute to Benjamin Libet, edited by Walter Sinnott-Armstrong and Lynn Nadel, 146–158. New York: Oxford University Press, 2011.
  • March 1996
  • Case

African Communications Group

Describes the opportunities that confront the African Communications Group, an entrepreneurial organization that plans to introduce a wireless pay-phone system in Tanzania. Provides a foundation for the analysis of value creation and of value capture. The possibility... View Details
Keywords: Value Creation; Competition; Entrepreneurship; Forecasting and Prediction; Wireless Technology; Telecommunications Industry; Tanzania
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McGahan, Anita M., and Dale Coxe. "African Communications Group." Harvard Business School Case 796-128, March 1996.
  • December 1970 (Revised September 2006)
  • Case

Harmon Foods, Inc.

Prediction and shipment has been a scheduling and budgetary problem. Multiple regression is suggested as a solution. Evaluation of regression coefficients leads to better understanding of trend, seasonality, and promotion effectiveness. View Details
Keywords: Demand and Consumers; Production; Forecasting and Prediction; Budgets and Budgeting; Manufacturing Industry; Food and Beverage Industry
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Whiston, William B. "Harmon Foods, Inc." Harvard Business School Case 171-248, December 1970. (Revised September 2006.)
  • 28 May 2013
  • Research & Ideas

Can LEGO Snap Together a Future in Asia?

Both the managers and the students had to consider areas of potential risk for LEGO in Asia, including: Uncertainty of market growth forecasts. LEGO senior director John Kelley argues in the case that to supply the most optimistic sales View Details
Keywords: by Kim Girard; Entertainment & Recreation
  • 2017
  • Working Paper

Learning by Doing: The Value of Experience and the Origins of Skill for Mutual Fund Managers

By: Elisabeth Kempf, Alberto Manconi and Oliver Spalt
Learning by doing matters for professional investors. We develop a new methodology to show that mutual fund managers outperform in industries where they have obtained experience on the job. The key to our identification strategy is that we look "inside" funds and... View Details
Keywords: Fund Managers; Experience and Expertise; Performance; Forecasting and Prediction
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Kempf, Elisabeth, Alberto Manconi, and Oliver Spalt. "Learning by Doing: The Value of Experience and the Origins of Skill for Mutual Fund Managers." SSRN Working Paper Series, No. 2124896, May 2017.
  • 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.)
  • 04 May 2020
  • Research & Ideas

Predictions, Prophets, and Restarting Your Business

“Predictions are risky, especially about the future,” according to a popular expression. Still, business is inescapably about the future—that’s what managers’ decisions are about. In the current crisis, we have daily grand predictions about “new normals,” and managers... View Details
Keywords: by Frank V. Cespedes
  • 1983
  • Chapter

Analyzing Competitors: Predicting Competitor Behavior and Formulating Offensive and Defensive Strategy

By: M. E. Porter
Keywords: Competitive Strategy; Forecasting and Prediction; Behavior
Citation
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Porter, M. E. "Analyzing Competitors: Predicting Competitor Behavior and Formulating Offensive and Defensive Strategy." In Policy, Strategy, and Implementation, edited by Milton Leontiades. Random House, 1983.
  • 24 Jan 2012
  • First Look

First Look: Jan. 24

Abstract We examine the effect of mandatory International Financial Reporting Standards (IFRS) adoption on firms' information environment. We find that after mandatory IFRS adoption, consensus forecast errors decrease for firms that... View Details
Keywords: Sean Silverthorne
  • 07 Jul 2009
  • First Look

First Look: July 7

Missing Quarterly Analysts Forecasts (revised) Authors:Richard Mergenthaler, Shiva Rajgopal, and Suraj Srinivasan Abstract We find that missing the quarterly analyst consensus earnings forecast is associated... View Details
Keywords: Martha Lagace
  • April 2010
  • Teaching Note

Four Products (2008): Predicting Diffusion (TN)

By: John T. Gourville
Teaching Note for 508103. View Details
Keywords: Forecasting and Prediction; Marketing; Innovation and Invention; Demand and Consumers
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Gourville, John T. "Four Products (2008): Predicting Diffusion (TN)." Harvard Business School Teaching Note 510-113, April 2010.
  • 10 May 2019
  • Working Paper Summaries

Consumer Inertia and Market Power

Keywords: by Alexander MacKay and Marc Remer
  • Article

Earnings Dynamics and Measurement Error in Matched Survey and Administrative Data

By: Dean Hyslop and Wilbur Townsend
This article analyzes earnings dynamics and measurement error using a matched longitudinal sample of individuals’ survey and administrative earnings. In line with previous literature, the reported differences are characterized by both persistent and transitory factors.... View Details
Keywords: Earnings Dynamics; Measurement Error; Panel Data; Validation Study; Business Earnings; Measurement and Metrics; Forecasting and Prediction
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Hyslop, Dean, and Wilbur Townsend. "Earnings Dynamics and Measurement Error in Matched Survey and Administrative Data." Journal of Business & Economic Statistics 38, no. 2 (2020).
  • August 2018
  • Case

Four Products: Predicting Diffusion (2018)

By: John Gourville
One job of product managers, marketers, strategic planners, and other corporate executives is to predict what the demand will be for a new product. This task is easier for certain classes of new products than for others. For new consumer package goods, for instance,... View Details
Keywords: Diffusion Processes; Product Adoption; Marketing; Forecasting and Prediction; Demand and Consumers; Adoption; Product Launch
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Gourville, John. "Four Products: Predicting Diffusion (2018)." Harvard Business School Case 519-018, August 2018.
  • June 1990 (Revised January 1993)
  • Case

Dynatronics, Inc. (Abridged)

By: Thomas R. Piper
Provides an opportunity to evaluate an investment in a new product line in strategic, competitive, organizational, and economic terms. The economic analysis involves an estimation of the relevant cash flows and discounting them at an appropriate hurdle rate. View Details
Keywords: Product; Forecasting and Prediction; Investment; Capital Budgeting
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Piper, Thomas R. "Dynatronics, Inc. (Abridged)." Harvard Business School Case 290-064, June 1990. (Revised January 1993.)
  • July 2019
  • Article

'Forward Flow': A New Measure to Quantify Free Thought and Predict Creativity

By: Kurt Gray, Stephen Anderson, Eric Evan Chen, John Michael Kelly, Michael S. Christian, John Patrick, Laura Huang, Yoed N. Kenett and Kevin Lewis
When the human mind is free to roam, its subjective experience is characterized by a continuously evolving stream of thought. Although there is a technique that captures people’s streams of free thought—free association—its utility for scientific research is undermined... View Details
Keywords: Cognition and Thinking; Creativity; Forecasting and Prediction
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Gray, Kurt, Stephen Anderson, Eric Evan Chen, John Michael Kelly, Michael S. Christian, John Patrick, Laura Huang, Yoed N. Kenett, and Kevin Lewis. "'Forward Flow': A New Measure to Quantify Free Thought and Predict Creativity." American Psychologist 74, no. 5 (July 2019): 539–554.
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