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Sociological Methods & Research
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Estimating Macro-Relationships Using Micro-Data

A One-Stage Approach

LAUREN J. KRIVO

Ohio State University

ROBERT L. KAUFMAN

Ohio State University

Widespread recognition that many sociological processes occur at multiple levels has led researchers to search for valid forms of cross-level modeling such as contextual analysis. In this article, we propose an alternative cross-level method for examining the effects of macro-factors on macro-processes while controlling for processes at a lower-level of aggregation. This method applies existing statistical techniques but in a new fashion. It has the advantages of more precise control for lower-order effects, reduction of problems with degrees of freedom, and more error-free prediction of the higher-level relationships than using alternative estimation strategies. As a result, parameter estimates of the macro-level effects are more efficient. An empirical example studying macro-determinants of unemployment rates in states in the United States demonstrates that estimation of this model leads to more valid conclusions than more commonly used methods.

Sociological Methods & Research, Vol. 19, No. 2, 196-224 (1990)
DOI: 10.1177/0049124190019002003


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J. WANG and J. H. FISHER
Comments on "Estimating Macro-Relationships Using Micro-Data: A One-Stage Approach"
Sociological Methods Research, May 1, 1994; 22(4): 520 - 531.



Home page
Sociological Methods ResearchHome page
R. L. KAUFMAN and L. J. KRIVO
Reply to "Comments on `Estimating Macro-Relationships Using Micro-Data: A One-Stage Approach' "
Sociological Methods Research, May 1, 1994; 22(4): 532 - 540.



Home page
Sociological Methods ResearchHome page
R. D. ALBA and J. R. LOGAN
Analyzing Locational Attainments: Constructing Individual-Level Regression Models Using Aggregate Data
Sociological Methods Research, February 1, 1992; 20(3): 367 - 397.
[Abstract]