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| Teaching Since: | May 2017 |
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MCS,PHD
Argosy University/ Phoniex University/
Nov-2005 - Oct-2011
Professor
Phoniex University
Oct-2001 - Nov-2016
Socialization of doctoral students. Teaching Sociology (July 1995) developed a model for the professional socialization of graduate students working toward a Ph.D. in sociology. One of the dependent variables modeled was professional confidence, y, measured on a 5-point scale. The

model included over 20 independent variables and was fit to data collected for a sample of 309 sociology graduate students. One concern is whether multicollinearity exists in the data. A matrix of Pearson product moment correlations for 10 of the independent variables is shown on p. 381.
(a) Examine the correlation matrix and find the independent variables that are moderately or highly correlated
(b) What modeling problems may occur if the variables, part a, are left in the model? Explain.
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