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Earnings Dynamics, Changing Job Skills, and STEM Careers

Deming, Noray

2020309 citations
Junior hires
Abstract

Abstract This article studies the impact of changing job skills on career earnings dynamics for college graduates. We measure changes in the skill content of occupations between 2007 and 2019 using detailed job descriptions from a near universe of online job postings. We then develop a simple model where the returns to work experience are a race between on-the-job learning and skill obsolescence. Obsolescence lowers the return to experience, flattening the age-earnings profile in faster-changing careers. We show that the earnings premium for college graduates majoring in technology-intensive subjects such as computer science, engineering, and business declines rapidly, and that these graduates sort out of faster-changing occupations as they gain experience.

Primary Datasets

Near-universe of online job postings (2007-2019); Census/ACS

Key Methods
Skill obsolescence model; job posting text analysis
Sample Period
2007-2019
Geographic Coverage
US
Occupation Classification
SOC
Notes
QJE; STEM wage premium declines 50%+ in first decade; foundation for seniority-bias arguments