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An Analysis of Sample Attrition in Panel Data: The Michigan Panel Study of Income Dynamics

John Fitzgerald (), Peter Gottschalk () and Robert Moffitt ()

Institute for Research on Poverty Discussion Papers from University of Wisconsin Institute for Research on Poverty

Abstract: By 1989, the Michigan Panel Study on Income Dynamics (PSID) had experienced approximately 50 percent sample loss from its initial 1968 membership due to cumulative attrition. We study the effect of this attrition on the unconditional distributions of several socioeconomic variables and on the estimates of several sets of regression coefficients. We provide a statistical framework for conducting tests for attrition bias that draws a sharp distinction between selection on unobservables and on observables and that shows that weighted least squares can generate consistent parameter estimates when selection is based on observables, even when they are endogenous. Our empirical analysis shows that attrition is highly selective and is concentrated among individuals of lower socioeconomic status. We also show that attrition is concentrated among those with more unstable earnings, marriage, and migration histories. Nevertheless, we find that these variables explain very little of the attrition in the sample and that the selection that occurs is moderated by regression-to-the-mean effects from selection on transitory components that fade over time. Consequently, despite the large amount of attrition, we find no strong evidence that attrition has seriously distorted the representativeness of the PSID through 1989, and considerable evidence that its cross-sectional representativeness has remained roughly intact.

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Related works:
Journal Article: An Analysis of Sample Attrition in Panel Data: The Michigan Panel Study of Income Dynamics (1998) Downloads
Working Paper: An Analysis of Sample Attrition in Panel Data: The Michigan Panel Study of income Dynamics (1998)
Working Paper: An Analysis of Sample Attrition in Panel Data: The Michigan Panel Study of Income Dynamics (1998) Downloads
Working Paper: An Analysis of Sample Attrition in Panel Data: The Michigan Panel Study of Income Dynamics (1997) Downloads
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