An Invitation to Multivariate Analysis: An Example About the Effect of Educational Attainment on Migration Propensities in Japan
AbstractTo provide a strong motivation for students to learn multivariate statistics and the multivariate way of thinking, this paper uses an easily understandable example of ascertaining the effect of educational attainment on migration propensity in Japan. With cross-tabulations and a logistic model, we demonstrate the necessity of the multivariate approach by showing that the control for the effect of gender is indispensable for revealing the true effect of educational attainment. We further identify two conditions under which valid inference about the effect of a factor depends critically on the control for another factor. Finally, we identify an apparent contradiction between tabulated and logistic results and present a resolution to it.
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Bibliographic InfoPaper provided by McMaster University in its series Quantitative Studies in Economics and Population Research Reports with number 388.
Length: 28 pages
Date of creation: Dec 2003
Date of revision:
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multivariate analysis; logistic model; odds ratios;
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