We investigate the impact of computerization of white-collar jobs on wages and employment. Using online job postings from 2007 and 2010--2016 for office and administrative support (OAS) jobs, we show that when firms adopt new software at the job-title level they increase the skills required of...

Can an algorithm assist firms in their hiring decisions of corporate directors? This paper proposes a method of selecting boards of directors that relies on machine learning. We develop algorithms with the goal of selecting directors that would be preferred by the shareholders of a particular...

An increasingly influential "technological-discontinuity" paradigm suggests that IT-induced technological changes are rapidly raising productivity while making workers redundant. This paper explores the evidence for this view among the IT-using U.S. manufacturing industries. There is some...

Over the last twenty years the wage-education relationships in the US and Germany have evolved very differently, while the education composition of employment has evolved in a surprisingly parallel fashion. In this paper, we propose and test an explanation to these conflicting patterns. The...

Machines increasingly replace people in routine job tasks. The remaining tasks require workers to make open-ended decisions and to have "soft" skills such as problem-solving, critical thinking and adaptability. This paper documents growing demand for decision-making and explores the consequences...

Investing in college carries high returns, but comes with considerable risk. Financial products like equity contracts can mitigate this risk, yet college is typically financed through non--dischargeable, government-backed student loans. This paper argues that adverse selection has unraveled...

We develop and estimate a life-cycle model in which individuals make decisions about consumption, human capital investment, and labor supply and use it to analyze changes in Social Security rules. The most important aspect of our paper is human capital towards the end of the life cycle which...

Court ordered desegregation plans were implemented in hundreds of US school districts nationwide from the 1960s through the 1980s, and were arguably the most substantive national attempt to improve educational access for African American children in modern American history. Using large Census...