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

53 Pages Posted: 11 Jul 2022 Last revised: 8 Feb 2026

See all articles by Andrew Foote

Andrew Foote

Government of the United States of America - Bureau of the Census

Kevin Stange

University of Michigan at Ann Arbor - Gerald R. Ford School of Public Policy

Date Written: July 2022

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.

Suggested Citation

Foote, Andrew and Stange, Kevin, Attrition from Administrative Data: Problems and Solutions with an Application to Postsecondary Education (July 2022). NBER Working Paper No. w30232, Available at SSRN: https://ssrn.com/abstract=4159147

Andrew Foote (Contact Author)

Government of the United States of America - Bureau of the Census ( email )

4600 Silver Hill Road
Suitland, MD 20746
United States

Kevin Stange

University of Michigan at Ann Arbor - Gerald R. Ford School of Public Policy ( email )

735 South State Street, Weill Hall
Ann Arbor, MI 48109
United States

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