College Majors and Skills: Evidence from the Universe of Online Job Ads

44 Pages Posted: 27 Dec 2021 Last revised: 24 May 2025

See all articles by Steven W. Hemelt

Steven W. Hemelt

University of North Carolina - Chapel Hill

Brad Hershbein

W.E. Upjohn Institute for Employment Research

Shawn Martin

University of Michigan at Ann Arbor

Kevin Stange

University of Michigan at Ann Arbor - Gerald R. Ford School of Public Policy

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Date Written: December 2021

Abstract

We document the skill content of college majors as perceived by employers and expressed in the near universe of U.S. online job ads. Social and organizational skills are general in that they are sought by employers of almost all college majors, whereas other skills are more specialized. In turn, general majors––Business and General Engineering––have skill profiles similar to all majors; Nursing and Education are specialized. These cross-major differences in skill profiles explain considerable wage variation, with little role for within-major differences in skills across areas. College majors can thus be reasonably conceptualized as portable bundles of skills.

Suggested Citation

Hemelt, Steven W. and Hershbein, Brad and Martin, Shawn and Stange, Kevin, College Majors and Skills: Evidence from the Universe of Online Job Ads (December 2021). NBER Working Paper No. w29605, Available at SSRN: https://ssrn.com/abstract=3994283

Steven W. Hemelt (Contact Author)

University of North Carolina - Chapel Hill ( email )

102 Ridge Road
Chapel Hill, NC NC 27514
United States

Brad Hershbein

W.E. Upjohn Institute for Employment Research ( email )

Shawn Martin

University of Michigan at Ann Arbor ( email )

500 S. State Street
Ann Arbor, MI 48109
United States

Kevin Stange

University of Michigan at Ann Arbor - Gerald R. Ford School of Public Policy ( email )

735 South State Street, Weill Hall
Ann Arbor, MI 48109
United States

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