Using the Social Connectedness Index (Bailey, Cao, Kuchler, Stroebel et al., 2018) to capture county-to-county Facebook linkages, I explore how county-level earned income tax credit (EITC) claiming behavior changes when the county's out-of-state social network is exposed to a newly implemented state EITC. Having more out-of-state friends face a state EITC shifts the composition of EITC claims toward more self-employment claiming. EITC-claiming households' income distribution also shifts, moving away from the EITC region with smaller credits, toward income levels that generate the largest EITC. This mimics the direct impacts of state-level EITC policies, consistent with social networks increasing information or salience about EITC policy.

We investigate whether an increase in the potential earnings of men leads to an increase in marriage and a reduction in nonmarital births by exploiting the positive economic shock associated with fracking in the 2000s. A reduced-form analysis reveals that in response to local-area fracking production, which increased wages and jobs for non-college-educated men, both marital and nonmarital birth rates increase, but marriage rates do not. The pattern of results is consistent with positive income effects on births but no associated increase in marriage. We contrast our findings to the Appalachian coal boom experience of the 1970s and 1980s.