Knowledge that Transforms

This paper examines the role of teacher gender in education production. We extend student outcomes from traditionally focused academic achievement to noncognitive outcomes. Using a representative survey of middle school students in China, we focus on schools where student-teacher assignments are random. Our results show that having a female teacher raises girls’ test scores and improves their mental status and social acclimation relative to those of boys. There is evidence that female teachers provide feedback differently to girls and boys and that having a female teacher alters girls’ beliefs about commonly held gender stereotypes and increases their motivation to learn.

Using 4 decades of variation in the federal and state Earned Income Tax Credit (EITC), we estimate the impact of exposure to EITC expansions in childhood on education and employment outcomes in adulthood. Reduced-form results suggest that an additional $1,000 in EITC exposure when a child is 13–18 years old increases the likelihood of completing high school (1.3%), completing college (4.2%), and being employed as a young adult (1.0%) and earnings by 2.2%. Our analysis reveals that the primary channel through which the EITC improves these outcomes is increases in pretax family earnings.

We study variation in skill demands for professionals across firms and labor markets. We categorize a wide range of keywords found in job ads into 10 general skills. There is substantial variation in these skill requirements, even within narrowly defined occupations. Focusing particularly on cognitive and social skills, we find positive correlations between each skill and external measures of pay and firm performance. We also find evidence of a cognitive social skill complementarity for both outcomes. As a whole, job skills have explanatory power in pay and firm performance regressions beyond what is available in widely used labor market data.

We synthesize two related literatures on firm-level drivers of wage inequality. Studies of rent sharing that use matched worker-firm data find elasticities of wages with respect to value added per worker in the range of 0.05–0.15. Studies of wage determination with worker and firm fixed effects typically find that firm-specific premiums explain 20% of overall wage variation. To interpret these findings, we develop a model of wage setting in which workers have idiosyncratic tastes for different workplaces. Simple versions of this model can rationalize standard fixed effects specifications and also match the typical rent-sharing elasticities in the literature.