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84 Soc. F. 1 (2005-2006)
Alphas and Asterisks: The Development of Statistical Significance Testing Standards in Sociology

handle is hein.journals/josf84 and id is 17 raw text is: Alphas and Asterisks:
The Development of Statistical Significance Testing
Standards in Sociology
Erin Leahey, University ofArizona
What is distinctive about sociology's history is the extent
to which it both illustrates and challenges sociology itself.
- N. J. Demerath, III (1994)
Abstract
In this paper, I trace the development of statistical significance testing standards in
sociology by analyzing data from articles published in two prestigious sociology journals
between 1935 and 2000. I focus on the role of two key elements in the diffusion literature,
contagion and rationality, as well as the role of institutional factors. Ifind that statistical
significance testing flourished in the 20th century. Contagion processes and the suitability
of significance testing given a study's data characteristics encourage the diffusion of
significance testing, whereas institutional factors such as department prestige and
particular editorships help explain growing popularity of the .05 alpha level and use of the
three-star system of symbolic codes (i.e., *p < = .05, **p < = .01, ***p <= .001).
What alpha level do you use when testing for statistical significance? Many sociologists
today would say .05. What symbol do you use to indicate this level of statistical
significance? Many sociologists would say one asterisk. Although the choice of alpha level
should technically depend on sample size, statistical power and sampling procedures,
researchers routinely use the .05 percent level (signified by a single asterisk) as a
benchmark despite variation in these conditions. In fact, one of the leading journals in the
discipline has a policy that disallows the reporting of significance above the .05 percent
level. How did statistical significance testing become normative? How did the .05 level
and its symbolic code (a single asterisk) become dominant? What factors influenced the
creation and propagation of these practices?
Although some scholars point to the technical superiority of significance testing as the key
factor affecting its diffusion, two factors undermine this argument. First, the technical
superiority of statistical significance testing relative to other methods for testing hypotheses
was, and still is, hotly debated (Carver 1978; Cowger 1984; Labovitz 1972; Morrison and
Henkel 1970; Raftery 1995; Schmidt 1996). Second, statistical significance testing did not
become dominant in all disciplines. Researchers with goals similar to those of sociologists
rely on slightly different practices; for example, public health researchers typically employ
(albeit 95 percent) confidence intervals, and psychologists rely more on effect size. If
statistical significance testing was technically the most appropriate procedure and technical
I would like to thank Barbara Entwisle for helping me formulate and improve the design and ideas
expressed in this paper. Comments from Ken Bollen, Gail Henderson, Ted Mouw, the late Rachel
Rosenfeld, Francois Nielsen, Sarah Soule, Ron Breiger, John Levi Martin, John Sonnett and Adrian
Raftery were also instrumental in improving the manuscript. Correspondence should be directed to
Erin Leahey, Department of Sociology, University of Arizona, P.O. Box 210027, Tucson, Arizona,
85721-0027. E-mail: leahev@arizona.edu.

Social Forces, Volume 84. Number 1. September 2005

© The University of North Carolina Press

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