Attrition from Administrative Data: Problems and Solutions with an Application to Postsecondary Education

Working Paper: NBER ID: w30232

Authors: Andrew Foote; Kevin M. Stange

Abstract: This paper examines the bias arising from individuals’ migration from administrative outcome data, with a focus on the labor market consequences of postsecondary education. We find that out-of-state migration is particularly problematic for high-earners, flagship graduates, and certain majors. Consequently, the effect of graduating from a flagship university is 10% higher than one would estimate using in-state earnings exclusively, though the extent of bias differs substantially across contexts. The impact of obtaining a 2-year CTE credential is also understated, as are earnings differences across majors. Approaches to testing for and bounding this bias are considered.

Keywords: No keywords provided

JEL Codes: I26; J31; J61


Causal Claims Network Graph

Edges that are evidenced by causal inference methods are in orange, and the rest are in light blue.


Causal Claims

CauseEffect
migration correlated with college major and institutional selectivity (J61)bias in earnings estimates (C51)
out-of-state migration (F22)bias in earnings estimates of flagship university graduates (D29)
out-of-state migration (F22)bias in earnings premium of engineering relative to psychology (G41)
out-of-state migration (F22)understatement of earnings gain from CTE at public two-year college (A22)
differential out-of-state migration (J61)bias in earnings estimates (C51)

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