Regressions include but do not report on constant term, race, age, age squared, and zip code fixed effects in cross-sectional models only, and include
number of children, price match quality measure, urbanization indicators, median household income, missing indicator for education, and year fixed effects in
all models. The reference categories for marital status, education, and family income are married, less than high school, and low income, respectively. Standard
errors are reported in parentheses and are robust and clustered at the zip code level. ∗ significance at 10%; ∗∗ significance at 5%; ∗∗∗ significance at 1%.