J. Scott Armstrong


J. Scott Armstrong is an author, forecasting and marketing expert, and a professor of Marketing at the Wharton School of the University of Pennsylvania. He also serves as a Policy Expert at the Heartland Institute, a conservative and libertarian public policy think tank.

Education and background

Armstrong received his B.A. in applied science and his B.S. in industrial engineering from Lehigh University. In 1965, he received his M.S. in industrial administration from Carnegie-Mellon University. He received his Ph.D. in management from the MIT Sloan School of Management in 1968. He has taught in Thailand, Switzerland, Sweden, New Zealand, Australia, South Africa, Argentina, Japan, and other countries.

Forecasting

Armstrong is the author of Long-Range Forecasting and the editor and co-author of Principles of Forecasting: A Handbook for Researchers and Practitioners. He was a founder and editor of the Journal of Forecasting, and a founder of the International Journal of Forecasting, and the International Symposium on Forecasting.
Most recently, Armstrong's work in forecasting is notable for promoting two unifying theories: that in order to maximize accuracy, forecasting methods should be conservative, and rely on simple evidence-based methods.

Marketing and advertising

Armstrong's book Persuasive Advertising: Evidence-based Principles was published by Palgrave Macmillan in 2010. In it, Armstrong presents 194 principles designed to increase the persuasiveness of advertisements. The principles were derived from empirical data, expert opinion, and observation. They are organized and indexed under ten general principles, and those ten principles are further grouped into three categories: strategy, general tactics, and media-specific tactics.
In 1989, a University of Maryland study ranked Armstrong among the top 15 marketing professors in the U.S. based on a study using peer ratings, citations, and publications. He serves or has served on editorial positions for the Journal of the Academy of Marketing Science, the Journal of Business Research, Interfaces, and other journals. He was awarded the Distinguished Scholar Award for 2000.

Public policy

Armstrong also has published several papers dealing with public policy issues: ranging from the effectiveness of government mandated disclaimers, to the moral hazards of executive compensation. Regarding government mandated disclaimers, Armstrong argues that they can be ineffective- or even harmful- by encouraging negative behavior, perhaps by reducing the buyer's sense of personal responsibility. Armstrong further asserts that the free market will ensure that the appropriate information about a given product is made public. Sellers will label their products appropriately, as they have a long-term interest to ensure the satisfaction of buyers. Buyers themselves will seek to find out information about the product, as it is not directly provided to them. Regarding executive compensation, Armstrong published research in 2013 arguing that high executive pay fails to promote better performance. Additionally, the research argues that high pay incentivizes unethical behavior for executives, as they have little motivation to promote a firm's interest long-term.
Additionally, Armstrong has extensively researched the usage of the scientific method in modern academia; his research concluded that the majority of papers published do not comply with basic scientific guidelines. As a result of these findings, he co-created an evidence-based checklist of scientific principles that can be used to evaluate the scientific merit of a given paper.

Climate change

In an article published in Energy & Environment, Armstrong posited that the climate scientists have ignored the scientific literature on forecasting principles. Armstrong wrote, "When we inspected the 17 articles, we found that none of them referred to the scientific literature on forecasting methods. It is difficult to understand how scientific forecasting could be conducted without reference to the research literature on how to make forecasts. One would expect to see empirical justification for the forecasting methods that were used. We concluded that climate forecasts are informed by the modelers’ experience and by their models—but that they are unaided by the application of forecasting principles." Others have criticized Armstrong's applications of business forecasting methods to scientific projections as "too ambiguous and subjective to be used as a reliable basis for auditing scientific investigations." Climatologist Kevin Trenberth states that Armstrong's criticisms "overlooked the fact that address many of the things he is critical of."
Armstrong extended a "Global Warming Challenge" to Al Gore in June 2007, in the style of the Simon–Ehrlich wager. Each side was to place $10,000 in trust, with the winner being determined by annual mean temperatures. Gore declined the wager, stating that he does not gamble. Climatologist Gavin Schmidt described Armstrong's wager as "essentially a bet on year to year weather noise" rather than climate change.
Armstrong has published articles and testified before Congress on forecasts of polar bear populations, arguing that previous estimates were too flawed to justify listing the bear as an endangered species. In an evaluation of Armstrong and other authors’ criticism of polar bear population forecasts, Amstrup and other authors concluded that all of the claims made by Armstrong were either mistaken or misleading.
As a result of his work regarding climate change forecasting, Armstrong was awarded the Lifetime Achievement Award in Climate Science from the Heartland Institute at the in March 2017.

Selected publications

Books

Armstrong is a founder or co-founder of these organizations, journals, and websites:

Organizations