Search Results
Working Paper
The Future of Labor: Automation and the Labor Share in the Second Machine Age
We study the effect of modern automation on firm-level labor shares using a 2018 survey of 1,618 manufacturing firms in China. We exploit geographic and industry variation built into the design of subsidies for automation paid under a vast government industrialization program, “Made In China 2025,” to construct an instrument for automation investment. We use a canonical CES framework of automation and develop a novel methodology to structurally estimate the elasticity of substitution between labor and automation capital among automating firms, which for our preferred specification is 3.8. ...
Working Paper
No Longer Qualified? Changes in the Supply and Demand for Skills within Occupations
Using a novel database of 159 million online job postings, we examine changes in employer skill requirements for education and specific skillsets between 2007 and 2017. We find that upskilling—in terms of increasing demands for bachelor’s degrees as well as software skills—was a persistent trend among high-skill occupations, but either a temporary or non-existent phenomenon among middle-skill and low-skill occupations. We also find evidence that persistentupskilling in the high-skill sector contributed to greater occupational mismatch that remained elevated during the recovery from the ...
Working Paper
Upskilling: do employers demand greater skill when skilled workers are plentiful?
The Great Recession and subsequent recovery have been particularly painful for low-skilled workers. From 2007 to 2012, the unemployment rate rose by 6.4 percentage points for noncollege workers while it rose by only 2.3 percentage points for the college educated. This differential impact was evident within occupations as well. One explanation for the differential impact may be the ability of highly skilled workers to take middle- and low-skilled jobs. Indeed, over this period the share of workers with a college degree in traditionally middle-skill occupations increased rapidly. Such growth in ...
Journal Article
Labor Market Conditions Have Eased, but Why? A State-Level View
An analysis examines how changes in labor supply and labor demand contributed to loosening state and national job market conditions in 2023.
Working Paper
Downskilling: changes in employer skill requirements over the business cycle
Using a novel database of 82.5 million online job postings, we show that employer skill requirements fell as the labor market improved from 2010 to 2014. We find that a 1 percentage point reduction in the local unemployment rate is associated with a roughly 0.27 percentage point reduction in the fraction of jobs requiring at least a bachelor?s degree and a roughly 0.23 percentage point reduction in the fraction requiring five or more years of experience. This pattern is established using multiple measures of labor availability, is bolstered by similar trends along heretofore unmeasured ...
Discussion Paper
The Anatomy of Labor Demand Pre‑ and Post‑COVID
Has labor demand changed since the COVID-19 pandemic? In this post, we leverage detailed data on the universe of U.S. online job listings to study the dynamics of labor demand pre- and post-COVID. We find that there has been a significant shift in listings out of the central cities and into the “fringe” portion of large metro areas, smaller metro areas, and rural areas. We also find a substantial decline in job listings in computer and mathematical and business and financial operations occupations, and a corresponding increase in job openings in sales, office and administrative support, ...