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Working Papers

Selection, Heterogeneity and the Gender Wage Gap [paper]

Abstract: Usual estimates of the female-male wage gap may be biased because female selection could be different in different parts of the labor market. This paper proposes an estimator for the wage gap in models with unobserved heterogeneity in the selection rule. It applies to the subpopulation of ``always employed'' women, which is similar to men in labor force attachment. Using CPS data from 1976 to 2005, I show that the gap has narrowed substantially from a -.521 to a -.263 log wage points. In the presence of heterogeneity, focusing on the proposed estimator is less distorting than usual selection corrections.

 

Marriage and Emancipation in the Age of the Pill (with Lena Edlund) [paper]

Abstract: Women’s economic emancipation arguably took off in the late 1960s and early 1970s. While ubiquitous, its origins are not well understood. In an influential paper, Goldin and Katz [2002] pointed to the role of unmarried women’s access to the oral contraceptive (the Pill), ushered in by the extension of legal rights to "mature minors" in the late 1960s early 1970s. However, the Pill was FDA approved already in 1960, and many states allowed a minor to marry, thereby emancipating her with respect to medical treatment, including the Pill. By the mid-1970s, the minimum marriage age had been lowered to 18 in almost all states. Exploiting changes in the legal rights of young adults by state, we find evidence that the Pill made early marriage more attractive and facilitated women’s educational and occupational attainments. Marriage combined with the Pill, we speculate, may have provided women with the means to pursue higher education at a time of limited student aid and ability to borrow against future earnings.

 

Instrumental Variables and the Sign of the Average Treatment Effect (with Azeem Shaikh and Edward Vytlacil) [available upon request]

Abstract: We establish conditions under which one can use linear instrumental variables to infer the sign of the Average Treatment Effect without imposing a linear model with constant coefficients. We consider alternative sets of conditions that impose monotonicity either on the outcome equation, the equation for the endogenous regressor, or both. As a byproduct of our analysis, we show testable restrictions on the probability limit of IV implied by the alternative monotonicity conditions. In order to obtain simple closed form results and for ease of exposition, we consider the case of a binary outcome variable, binary endogenous regressor, and binary instrument.

 

Work in Progress

“Statistical Discrimination with Fertility,” paper under revision, available upon request

 

“More on Neighborhood Effects:  Understanding the Pathways of Better Neighborhoods in the Moving to Opportunity Experiment”