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Working Paper
IT and Urban Polarization
We show that differential IT investment across cities has been a key driver of job and wage polarization since the 1980s. Using a novel data set, we establish two stylized facts: IT investment is highest in firms in large and expensive cities, and the decline in routine cognitive occupations is most prevalent in large and expensive cities. To explain these facts, we propose a model mechanism where the substitution of routine workers by IT leads to higher IT adoption in large cities due to a higher cost of living and higher wages. We estimate the spatial equilibrium model to trace out the ...
Working Paper
Job Polarization and the Natural Rate of Unemployment in the United States
I present a new estimate of the natural rate of unemployment in the United States that accounts for changes in the age, sex, and skill composition of the labor force. Using micro-level data from the Current Population Survey for the period 1994-2017, I find that the natural rate of unemployment declined by 0.5 percentage point since 1994 and currently stands at 4.5 percent. My projections show that ongoing demographic and technological changes could lower the trend rate further to 4.4 percent by the end of 2022.
Working Paper
Disappearing Routine Occupations and Declining Prime-Age Labor Force Participation
I study the effect of disappearing routine occupations on the decline in the labor force participation rate of prime-age individuals since the 1990s. I use multiple data sources and empirical models to study this relationship. First, I exploit state-level variation and show that the long-term trends of declining routine employment and prime-age labor force participation are highly correlated. Second, I narrow the geographic unit to local labor markets and quantify the causal effect of declining routine employment on the labor market outcomes of prime-age individuals. My results imply that the ...