Improvingaccuracy in multiple regression estimates of population using principles from causal modelling |
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Authors: | David A. Swanson |
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Affiliation: | 1. Washington State Board for Community College Education, 98504, Olympia, Washington 2. Demographic Research Laboratory, Department of Sociology, Western Washington University, 98225, Bellingham, Washington
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Abstract: | This paper reports a mildly restricted procedure for using a theoretical causal ordering and principles from path analysis to provide a basis for modifying regression coefficients in order to improve the estimation accuracy of the ratio-correlation method of population estimation. The modification is intended to take into account temporal changes in the structure of variable relationships, a major element in determining the accuracy of post-censal estimates. The modification of coefficients is conservative in that it uses rank-ordering as a basis of change. Empirical results are reported for counties in Washington state that demonstrate the increased accuracy obtained using the proposed procedure. |
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