Method: I use restricted data from the Early Childhood Program Participation (ECPP) Survey of the National Household Education Surveys Program (NHES) from 1995 to 2019 and employ a two-way fixed effects model, taking advantage of cross-state variation in the timing of the implementation of UPK. To examine heterogeneity in the effects of UPK by household income, I add interaction terms between the policy variables and income quintile groups. Importantly, I address a recent methodological challenge of a two-way fixed effects model where time-varying treatment effects can lead to biased estimates raised by Goodman-Bacon (2021). As this issue has been rarely discussed in the early education and care policy literature, this paper contributes to the methodological discourse in the literature.
Results: I find that UPK is on average associated with a 16 percent increase in the use of center-based care. The heterogeneous analysis by household income reveals that the effects of UPK on center-based care use are larger for low- and middle-income families than for the most affluent families. On other hand, UPK has overall little effects on child care expenditures. I also find no significant heterogeneity by household income in the effects of UPK on child care expenditures.
Conclusions and Implications: Results highlight that UPK offers middle-income children the opportunity to attend center-based care, which is known to generate higher developmental benefits than informal care, with no significant change in their child care expenditures. Given the current administration’s proposal to expand UPK as well as the ongoing discussion about the cost-effectiveness of targeted versus universal child care programs, this paper sheds light on important policy implications.