J. Scott Armstrong (born March 26, 1937) is an author,
forecasting
Forecasting is the process of making predictions based on past and present data. Later these can be compared (resolved) against what happens. For example, a company might estimate their revenue in the next year, then compare it against the actual ...
and marketing expert,
and an Emeritus Professor of Marketing at the Wharton School of the
University of Pennsylvania
The University of Pennsylvania (also known as Penn or UPenn) is a private research university in Philadelphia. It is the fourth-oldest institution of higher education in the United States and is ranked among the highest-regarded universit ...
. Armstrong's research and writing in forecasting promote the ideas that in order to maximize accuracy, forecasting methods should rely on evidence-based methods.
Education and background
Armstrong received his
B.A.
Bachelor of arts (BA or AB; from the Latin ', ', or ') is a bachelor's degree awarded for an undergraduate program in the arts, or, in some cases, other disciplines. A Bachelor of Arts degree course is generally completed in three or four ye ...
in
applied science
Applied science is the use of the scientific method and knowledge obtained via conclusions from the method to attain practical goals. It includes a broad range of disciplines such as engineering and medicine. Applied science is often contrasted ...
(1959) and his
B.S. in
industrial engineering
Industrial engineering is an engineering profession that is concerned with the optimization of complex processes, systems, or organizations by developing, improving and implementing integrated systems of people, money, knowledge, information an ...
(1960) from
Lehigh University
Lehigh University (LU) is a private research university in Bethlehem, Pennsylvania in the Lehigh Valley region of eastern Pennsylvania. The university was established in 1865 by businessman Asa Packer and was originally affiliated with the Ep ...
. In 1965, he received his
M.S. in industrial administration from
Carnegie-Mellon University
Carnegie Mellon University (CMU) is a private research university in Pittsburgh, Pennsylvania. One of its predecessors was established in 1900 by Andrew Carnegie as the Carnegie Technical Schools; it became the Carnegie Institute of Technol ...
. He received his
Ph.D.
A Doctor of Philosophy (PhD, Ph.D., or DPhil; Latin: or ') is the most common degree at the highest academic level awarded following a course of study. PhDs are awarded for programs across the whole breadth of academic fields. Because it is a ...
in management from the
MIT Sloan School of Management
The MIT Sloan School of Management (MIT Sloan or Sloan) is the business school of the Massachusetts Institute of Technology, a private university in Cambridge, Massachusetts.
MIT Sloan offers bachelor's, master's, and doctoral degree programs, a ...
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
The ''Journal of Forecasting'' is a peer-reviewed academic journal published eight times per year by John Wiley & Sons. The journal was established in 1982 and covers all aspects of forecasting, including subject areas such as statistics, economi ...
'', and a founder of the ''
International Journal of Forecasting
The ''International Journal of Forecasting'' is a quarterly peer-reviewed scientific journal on forecasting. It is published by Elsevier on behalf of the International Institute of Forecasters. Its objective is to "unify the field of forecasting an ...
'', and the ''International Symposium on Forecasting''.
Armstrong's work in forecasting promotes the ideas that in order to maximize accuracy, forecasting methods should be conservative (i.e., be consistent with cumulative knowledge of the past), and rely on simple evidence-based methods.
Marketing and advertising
Armstrong's book ''Persuasive Advertising: Evidence-based Principles'' was published by
Palgrave Macmillan
Palgrave Macmillan is a British academic and trade publishing company headquartered in the London Borough of Camden. Its programme includes textbooks, journals, monographs, professional and reference works in print and online. It maintains off ...
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 (e.g. emotion, attention), and those ten principles are further grouped into three categories: strategy, general tactics, and media-specific tactics.
In 1989, a
University of Maryland
The University of Maryland, College Park (University of Maryland, UMD, or simply Maryland) is a public university, public Land-grant university, land-grant research university in College Park, Maryland. Founded in 1856, UMD is the Flagship un ...
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 the Academy of Marketing Science'' is a peer-reviewed academic journal about marketing.
According to the ''Journal Citation Reports'', the journal has a 2016 impact factor of 5.888 . Since June 2018, the editor-in-chief is John H ...
'', the ''
Journal of Business Research
The ''Journal of Business Research'' is a monthly peer-reviewed academic journal covering research on all aspects of business. It was established in 1973 and is published by Elsevier. The editors-in-chief are Naveen Donthu (Georgia State Universit ...
'', ''
Interfaces'', and other journals. He was awarded th
Society for Marketing AdvancesDistinguished 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
''Energy & Environment'' is an academic journal "covering the direct and indirect environmental impacts of energy acquisition, transport, production and use". '', Armstrong posited that the
climate scientists
This list of climate scientists contains famous or otherwise notable persons who have contributed to the study of climate science. The list is compiled manually, so will not be complete, up to date, or comprehensive. See also :Climatologists. ...
have ignored the "scientific literature on forecasting principles", for instance by not referring to his own website forecastingprinciples.com.
Armstrong wrote that of 17 articles by climatologists, none referred to "the scientific literature on forecasting methods".
A group of biologists, whose polar bear research Armstrong disagreed with on that basis, have called Armstrong's applications of business forecasting methods to scientific projections "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
he IPCC reportsaddress 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 The Simon–Ehrlich wager was a 1980 scientific wager between business professor Julian L. Simon and biologist Paul Ehrlich, betting on a mutually agreed-upon measure of resource scarcity over the decade leading up to 1990. The widely-followed cont ...
. Each side was to place $10,000 ($20,000 total) in trust, with the winner being determined by annual mean temperatures. Gore declined the wager, stating that he does not gamble. Climatologist
Gavin Schmidt
Gavin A. Schmidt is a climatologist, climate modeler and Director of the NASA Goddard Institute for Space Studies (GISS) in New York, and co-founder of the award-winning climate science blog RealClimate.
Work
He was educated at The Corsham Schoo ...
described Armstrong's wager as "essentially a bet on year to year weather noise" rather than
climate change
In common usage, climate change describes global warming—the ongoing increase in global average temperature—and its effects on Earth's climate system. Climate change in a broader sense also includes previous long-term changes to ...
.
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.
[
Armstrong also served as a Policy Expert consultant to the Heartland Institute, a conservative and libertarian public policy think tank.
]
Selected publications
Books
* ''The Scientific Method''
* ''Persuasive Advertising: Evidence-based Principles''
* ''Long-Range Forecasting''
* ''Principles of Forecasting: A Handbook for Researchers and Practitioners''
Papers
*
*
*
*
*
*
*
Founder
Armstrong is a founder or co-founder of these organizations, journals, and websites:
Organizations
*International Institute of Forecasters, established 1982.
*International Symposium on Forecasting, annually since 1981.
Journals
*Journal of Forecasting
The ''Journal of Forecasting'' is a peer-reviewed academic journal published eight times per year by John Wiley & Sons. The journal was established in 1982 and covers all aspects of forecasting, including subject areas such as statistics, economi ...
, founded 1982. 1982-83 citation impact factor 7th in business, management, and planning journals.
*International Journal of Forecasting
The ''International Journal of Forecasting'' is a quarterly peer-reviewed scientific journal on forecasting. It is published by Elsevier on behalf of the International Institute of Forecasters. Its objective is to "unify the field of forecasting an ...
, established 1985.
Websites
*ForecastingPrinciples.com, founded 1997.
*AdPrin.com, founded 2000. 2004 MERLOT Award, “Best online learning resource business & management.”
*PollyVote.com, founded 2004.
*TheClimateBet.com, 2007 challenge to Al Gore.
*IronLawofRegulation.com, founded 2016.
Awards and honors
* Received Lifetime Achievement Award in Climate Science from the Heartland Institute
The Heartland Institute is an American conservative and libertarian public policy think tank known for its rejection of both the scientific consensus on climate change and the negative health impacts of smoking.
Founded in 1984, it worked wit ...
(2017)
* Selected as the inaugural lecturer for the “Armstrong Brilliance in Research in Marketing Award” (Hong Kong 2016)
* SMA/JAI Press Distinguished Scholar Award for 2000, 2000
* Silver Jubilee Lecturer for the 25th Anniversary Celebration of the College of Business at Massey University in New Zealand, 1998
* Honorary Fellow for “Distinguished Contributions to Forecasting” by the International Institute of Forecasters (1996)
* Ranked 15th among U. S. marketing professors based on peer ratings, citations, and publications (Kirkpatrick & Locke 1989)
See also
*Bio-index model
The Bio-index model is a forecasting model for predicting the outcome of United States presidential elections based on biographical information about candidates. The model, developed by J. Scott Armstrong and Andreas Graefe and first published i ...
References
External links
Official website
{{DEFAULTSORT:Armstrong, J. Scott
American futurologists
Living people
MIT Sloan School of Management alumni
University of Pennsylvania faculty
1937 births