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NBER WORKING PAPER SERIES
IMMIGRATION AND REGIONAL SPECIALIZATION IN AI
Gordon H. Hanson
Working Paper 28671
/papers/w28671
NATIONAL BUREAU OF ECONOMIC RESEARCH
1050 Massachusetts Avenue
Cambridge, MA 02138
April 2021
I thank Savannah Noray for excellent research assistance. The views expressed herein are those
of the author and do not necessarily reflect the views of the National Bureau of Economic
Research.
NBER working papers are circulated for discussion and comment purposes. They have not been
peer-reviewed or been subject to the review by the NBER Board of Directors that accompanies
official NBER publications.
© 2021 by Gordon H. Hanson. All rights reserved. Short sections of text, not to exceed two
paragraphs, may be quoted without explicit permission provided that full credit, including ©
notice, is given to the source.
Immigration and Regional Specialization in AI
Gordon H. Hanson
NBER Working Paper No. 28671
April 2021
JEL No. J61,R12
ABSTRACT
I examine the specialization of US commuting zones in AI-related occupations over the 2000 to
2018 period. I define AI-related jobs based on keywords in Census occupational titles. Using the
approach in Lin (2011) to identify new work, I measure job growth related to AI by weighting
employment growth in AI-related occupations by the share of job titles in these occupations that
were added after 1990. Overall, regional specialization in AI-related activities mirrors that of
regional specialization in IT. However,
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