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LinkedIn users retroactively edit profiles to add AI skills and drop DEI terms, study finds

A working paper analyzing millions of profiles shows workers frequently update past job entries to match shifting employer preferences.

The short version

  • A working paper analyzing nearly 30 million U.S. LinkedIn profiles found that almost 20% of users retroactively edited titles or descriptions for past jobs.
  • Retroactive additions of AI-related terms rose more than sixfold following the release of ChatGPT, while remote-work and DEI language decreased.
  • Researchers caution that using current LinkedIn profiles to assess past skill trends overstates the historical prevalence of AI skills in earlier years.

Key facts

  • A National Bureau of Economic Research working paper by Stanford and Revelio Labs researchers analyzed snapshots of 29.4 million U.S. LinkedIn profiles from August 2020 to January 2026.[Business Insider]
  • Nearly 20% of analyzed LinkedIn accounts contained retroactive edits to titles or descriptions for roles the users had already left.[Business Insider]
  • Retroactive additions of AI-related terms like "AI," "GPT," and "LLM" grew more than sixfold after late 2022.[Business Insider]
  • Retroactive editing was most frequent in the technology and information sector at 31.6%, followed by arts, entertainment, and recreation at 25%.[Business Insider]
  • Additions of remote-work language declined over time, while DEI-related additions dropped sharply around early 2025.[Business Insider]

What remains uncertain

  • The research paper has not yet undergone peer review.[Business Insider]
  • It is unclear whether retroactive profile edits reflect actual changes in worker capabilities, recontextualization of previous tasks, or exaggeration for prospective employers.[Business Insider]

Sources