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The regressions include measures brand x pictures of mother's and father's work effort, education, race/ethnicity, the number of children, the presence of young children, and whether the couple has been together for more than a year. The simulations then use the estimates from these regressions brand x pictures to predict outcomes for children in cohabiting couple families if the characteristics of cohabiting couple brand x pictures families do not change upon marriage. Separate simulations are run for married parent and married stepparent families for each outcome. The results are then combined so we can discuss the average potential benefits of marriage for all children in cohabiting families. If the only differences between children living with married and cohabiting couples are captured by the measured characteristics, then the simulated outcomes will equal the actual outcomes for children in cohabiting families.
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