Stephen said "I appreciate Karl's expertise in helping me make sense of this
apparently anomalous result. But I wonder whether his interpretation of the
Fisher is unduly conservative. My copy of an old edition (the first,
actually!) of Siegel's classic _Non-Parametric Statistics for the Behavioral
Sciences_ says this about the requirements for use of the Fisher"

Well, Siegel is out-of-date.  Believe it or not, we know more about
statistics now that we did when Siegel wrote that classic.  And it is the
Fisher's test that is too conservative, not the Chi-square without
correction for continuity -- as a case in point, the p for the proper
Chi-square analysis on Stephen's data was LESS THAN that for the Fisher's
test.  The p = 1 result from the Fisher's test results from there being no
way to construct a 2 x 2 table to give results more in accord with null
hypothesis than those Stephen obtained, given the restriction that the
marginal frequencies remain unchanged.

Believing that the Pearson Chi-square is invalid with small sample sizes
(small expected frequencies) is a very common delusion.  Monte Carlo studies
published in Psychological Bulletin over 20 years ago demonstrated quite
clearly that the nominal alpha is preserved even when there are small
expected frequencies, as long as you do not use the correction for
continuity.  The only problem with small expected frequencies is that power
will be miserably low.  If your results are significant, low power is, of
course, not a threat to your statistical conclusion, although some ignorant
reviewers misunderstand this too.  Twice I have had manuscripts rejected
because a reviewer found my analysis to have too little power, but in both
cases the results were statistically significant.  In other words, my
effects were so large that I could detect them even with little power.

Useful references for the Monte Carlo work on Pearson Chi-square include the
Camilli and Hopkins article I cited earlier and also Overall, Psych. Bull
87: 132-135 and Bradley et al., Psych. Bull. 86: 1290-1297.

 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~  
Karl L. Wuensch, Department of Psychology,
East Carolina University, Greenville NC  27858-4353
Voice:  252-328-4102     Fax:  252-328-6283
mailto:[EMAIL PROTECTED]
http://core.ecu.edu/psyc/wuenschk/klw.htm


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