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  • All HBS Web  (1,294)
    • News  (115)
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  • August 1999
  • Article

Positive Illusions and Biases of Prediction in Mutual Fund Investment Decisions

By: D. A. Moore, T. R. Kurtzberg, C. R. Fox and M. H. Bazerman
Keywords: Investment; Decision Making; Forecasting and Prediction
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Moore, D. A., T. R. Kurtzberg, C. R. Fox, and M. H. Bazerman. "Positive Illusions and Biases of Prediction in Mutual Fund Investment Decisions." Organizational Behavior and Human Decision Processes 79, no. 2 (August 1999): 95–114.
  • November 1989 (Revised March 1992)
  • Background Note

Concept Testing

By: Robert J. Dolan
Describes concept testing products. Presents guidelines for effective design, execution, and interpretation of test procedures. Discusses limitations of these techniques and sets out the situations for which they are appropriate. View Details
Keywords: Marketing; Mathematical Methods; Forecasting and Prediction
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Dolan, Robert J. "Concept Testing." Harvard Business School Background Note 590-063, November 1989. (Revised March 1992.)
  • December 2021
  • Article

Entrepreneurial Learning and Strategic Foresight

By: Aticus Peterson and Andy Wu
We study how learning by experience across projects affects an entrepreneur's strategic foresight. In a quantitative study of 314 entrepreneurs across 722 crowdfunded projects supplemented with a program of qualitative interviews, we counterintuitively find that... View Details
Keywords: Crowdfunding; Experience; Prediction; Timeline; Complexity; Entrepreneurship; Learning; Experience and Expertise; Forecasting and Prediction
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Peterson, Aticus, and Andy Wu. "Entrepreneurial Learning and Strategic Foresight." Art. 1. Strategic Management Journal 42, no. 13 (December 2021): 2357–2388. (Lead article.)
  • June 2012
  • Article

Consequence-Cause Matching: Looking to the Consequences of Events to Infer Their Causes

By: Robyn A. LeBoeuf and Michael I. Norton
We show that people non-normatively infer event causes from event consequences. For example, people inferred that a product failure (computer crash) had a large cause (widespread computer virus) if it had a large consequence (job loss), but that the identical failure... View Details
Keywords: Causal Inference; Product; Forecasting and Prediction; Motivation and Incentives; Failure
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LeBoeuf, Robyn A., and Michael I. Norton. "Consequence-Cause Matching: Looking to the Consequences of Events to Infer Their Causes." Journal of Consumer Research 39, no. 1 (June 2012): 128–141.
  • 09 Dec 2015
  • Research Event

How Do You Predict Demand and Set Prices For Products Never Sold Before?

predictive and prescriptive analytics can be combined to develop a tactical decision-making tool that makes a big impact on the bottom line. For details about the research and the successful machine learning tool, see the paper “Analytics for an Online Retailer: Demand... View Details
Keywords: by Carmen Nobel; Retail; Apparel & Accessories
  • 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.)
  • December 2002
  • Case

National Economic Accounting: Past, Present, and Future

By: David A. Moss and Sarah A. Brennan
Presents the fundamentals of GDP accounting (including definitions, etc.), examines the history of national accounting, and surveys the international debate over "Green GDP." The first section explains the basic rules and definitions of national economic accounting and... View Details
Keywords: History; Natural Environment; Quality; Accounting; Forecasting and Prediction; Environmental Sustainability; Economy; United States
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Moss, David A., and Sarah A. Brennan. "National Economic Accounting: Past, Present, and Future." Harvard Business School Case 703-026, December 2002.
  • 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).
  • January–February 2023
  • Article

Data-Driven COVID-19 Vaccine Development for Janssen

By: Dimitris Bertsimas, Michael Lingzhi Li, Xinggang Liu, Jennings Xu and Najat Khan
The COVID-19 pandemic has spurred extensive vaccine research worldwide. One crucial part of vaccine development is the phase III clinical trial that assesses the vaccine for safety and efficacy in the prevention of COVID-19. In this work, we enumerate the first... View Details
Keywords: COVID-19; Health Testing and Trials; Forecasting and Prediction; AI and Machine Learning; Research; Pharmaceutical Industry
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Bertsimas, Dimitris, Michael Lingzhi Li, Xinggang Liu, Jennings Xu, and Najat Khan. "Data-Driven COVID-19 Vaccine Development for Janssen." INFORMS Journal on Applied Analytics 53, no. 1 (January–February 2023): 70–84.
  • July 2019
  • Article

I Know Why You Voted for Trump: (Over)inferring Motives Based on Choice

By: Kate Barasz, Tami Kim and Ioannis Evangelidis
People often speculate about why others make the choices they do. This paper investigates how such inferences are formed as a function of what is chosen. Specifically, when observers encounter someone else's choice (e.g., of political candidate), they use the chosen... View Details
Keywords: Self-other Difference; Social Perception; Inference-making; Preferences; Consumer Behavior; Prediction; Prediction Error; Decision Choices and Conditions; Perception; Behavior; Forecasting and Prediction
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Barasz, Kate, Tami Kim, and Ioannis Evangelidis. "I Know Why You Voted for Trump: (Over)inferring Motives Based on Choice." Special Issue on The Cognitive Science of Political Thought. Cognition 188 (July 2019): 85–97.
  • October 2013
  • Article

How Much to Make and How Much to Buy? An Analysis of Optimal Plural Sourcing Strategies

By: Phanish Puranam, Ranjay Gulati and Sourav Bhattacharya
While many theories of the firm seek to explain when firms make rather than buy, in practice, firms often make and buy the same input—they engage in plural sourcing. We argue that explaining the mix of external procurement and internal sourcing for the same input... View Details
Keywords: Supply Chain; Forecasting and Prediction; Framework; Prejudice and Bias; Mathematical Methods
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Puranam, Phanish, Ranjay Gulati, and Sourav Bhattacharya. "How Much to Make and How Much to Buy? An Analysis of Optimal Plural Sourcing Strategies." Strategic Management Journal 34, no. 10 (October 2013): 1145–1161.
  • 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.
  • 20 Dec 2011
  • First Look

First Look: December 20

The Wall Street Journal. We find no evidence that compensation is related to earnings forecast accuracy. But consistent with prior studies, we find analyst turnover to be related to forecast accuracy,... View Details
Keywords: Carmen Nobel
  • 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
  • June 1998 (Revised June 1999)
  • Case

Dixon Corporation: The Collinsville Plant

By: W. Carl Kester
Dixon Corp.faces the task of valuing a plant and an associated project that it is considering buying. The revisions are designed to enable the application of adjusted present value technique for valuation. A rewritten version of an earlier case. View Details
Keywords: Factories, Labs, and Plants; Valuation; Projects; Forecasting and Prediction; Acquisition; Entertainment and Recreation Industry; Technology Industry
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Kester, W. Carl. "Dixon Corporation: The Collinsville Plant." Harvard Business School Case 298-165, June 1998. (Revised June 1999.)
  • October 2003 (Revised January 2004)
  • Case

Global Farmer and the Future of Soybean Production, The

By: Ray A. Goldberg and Kevin M. Allison
Three farmers from three different countries are looking at the global soybean system and how to position themselves in the future. View Details
Keywords: Animal-Based Agribusiness; Trade; Globalized Markets and Industries; Food; Strategic Planning; Forecasting and Prediction; Agriculture and Agribusiness Industry; Food and Beverage Industry
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Goldberg, Ray A., and Kevin M. Allison. "Global Farmer and the Future of Soybean Production, The." Harvard Business School Case 904-402, October 2003. (Revised January 2004.)
  • 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.)
  • 07 Jun 2019
  • Working Paper Summaries

Reflexivity in Credit Markets

Keywords: by Robin Greenwood, Samuel G. Hanson, and Lawrence J. Jin
  • 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.)
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