This paper provides novel evidence on the labor-market returns to for-profit postsecondary school and community college attendance using a two-step model to avoid recent concerns with single-stage fixed effects methods. Specifically, we link administrative records on for-profit school and...

We provide simple tests for selection on unobserved variables in the Vytlacil-Imbens-Angrist framework for Local Average Treatment Effects. The tests allow researchers not only to test for selection on either or both of the treated and untreated outcomes, but also to assess the magnitude of the...

This paper estimates labor-market returns for students pursuing certificates or associate's degrees in eight broad fields of study at community colleges and for-profit institutions. The data contain 400,000 students beginning their studies between 2005 and 2012 in one state. We estimate two-step...

This paper provides novel evidence on the labor-market returns to for-profit postsecondary school and community college attendance using a two-step model to avoid recent concerns with singlestage fixed effects methods. Specifically, we link administrative records on for-profit school and...