We use the National Establishment Time Series (NETS) to revisit the debate about the role of small businesses in job creation (Birch, 1987; Davis, Haltiwanger, & Schuh, 1996a). Using the NETS data, we examine evidence for the overall economy, as well as for different sectors. The results indicate that small firms and small establishments create more jobs, on net, although the difference is much smaller than Birch's methods suggest. Moreover, in the recent period we study, a negative relationship between establishment size and net job creation holds for both the manufacturing and services sectors.

We study workplace segregation in the United States using a unique matched employer-employee data set that we have created. We present measures of workplace segregation by education and language, and by race and ethnicity, and we assess the role of education- and language-related skill differentials in generating workplace segregation by race and (Hispanic) ethnicity. Our results indicate that there is considerable segregation by race, ethnicity, education, and language in the workplace. Only a tiny portion of racial segregation in the workplace is driven by education differences between blacks and whites, but a substantial fraction of ethnic segregation in the workplace can be attributed to differences in English-language proficiency. Finally, additional evidence suggests that segregation by language likely reflects complementarity among workers speaking the same language.

The need for school-to-work programs or other means of increasing early job market stability is predicated on the view that the “chaotic” nature of youth labor markets in the United States is costly because workers drift from one job to another without developing skills, behavior, or other characteristics that in turn lead to higher adult earnings. However, there is also ample evidence that workers receive positive returns to job shopping. This paper asks whether youths in unstable jobs early in their careers suffer adverse labor market consequences as adults. Its specific contribution is to account for the endogenous determination of early job stability and adult wages as outcomes of a job search/job shopping process. Labor market conditions in the early years in the labor market are used as instrumental variables for the job stability experienced during those years. The instrumental variables estimates generally point to substantial positive effects of early job stability on adult wages, in contrast to OLS estimates, which indicate little or no relationship.