The Effect of AI on Marketing Employment: Evidence from 110m+ Online Employment Records

47 Pages Posted: 26 Apr 2026 Last revised: 9 May 2026

See all articles by Ruizhi Zhu

Ruizhi Zhu

Faculty of Business in SciTech, University of Science and Technology of China

Samsun Knight

University of Toronto

Anatoli Colicev

University of Liverpool - Management School (ULMS)

Yakov Bart

Northeastern University (USA) - Marketing Area

Date Written: April 24, 2026

Abstract

Marketing is widely considered one of the job functions most exposed to generative AI, but large-scale evidence on marketing-specific employment effects remains limited. We study how the public release of ChatGPT in November 2022 affected marketing employment using a panel of over 110 million employment records from Revelio Labs covering 164,780 firms. Comparing marketing to non-marketing employees within the same firm in a difference-in-differences design, we find that marketing headcount declines by approximately 0.92% relative to non-marketing headcount after ChatGPT's release. We demonstrate that this relative decline is strongest among both junior and senior employees, while mid-level marketing employees are least affected relative to same-seniority non-marketing peers; and that within fields, the contraction is concentrated in non-digital marketing and customer service employees in particular, while sales employment has enjoyed a modest relative increase. Lastly, we show in triple-differences analyses that the relative decline in marketing headcount is significantly larger in firms and industries with higher pre-period AI exposure.

Keywords: marketing, generative AI, marketing strategy, labor economics

Suggested Citation

Zhu, Ruizhi and Knight, Samsun and Colicev, Anatoli and Bart, Yakov, The Effect of AI on Marketing Employment: Evidence from 110m+ Online Employment Records (April 24, 2026). Available at SSRN: https://ssrn.com/abstract=6653422 or http://dx.doi.org/10.2139/ssrn.6653422

Ruizhi Zhu

Faculty of Business in SciTech, University of Science and Technology of China ( email )

Hefei

Samsun Knight (Contact Author)

University of Toronto ( email )

105 St George Street
Toronto, Ontario M5S 3G8
Canada

Anatoli Colicev

University of Liverpool - Management School (ULMS) ( email )

Yakov Bart

Northeastern University (USA) - Marketing Area ( email )

Boston, MA 02115
United States

Do you have a job opening that you would like to promote on SSRN?

Paper statistics

Downloads
66
Abstract Views
159
Rank
916,100
PlumX Metrics