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Home / Technology / LinkedIn Gender Algorithm: Women Test Bias

LinkedIn Gender Algorithm: Women Test Bias

13 Dec, 2025

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Summary

  • Women changed LinkedIn profiles to male, observing engagement shifts.
  • LinkedIn states its algorithm does not use gender for content visibility.
  • Experiment suggests implicit bias may favor male communication styles.
LinkedIn Gender Algorithm: Women Test Bias

A recent experiment, dubbed #WearthePants, saw several women switch their LinkedIn profiles to male. They reported a notable increase in post engagement and impressions, raising suspicions about algorithmic bias against female users on the platform. LinkedIn, however, maintains that its algorithm and AI systems do not utilize demographic information such as gender to influence content visibility.

Experts in social algorithms suggest that while explicit sexism might not be the cause, implicit biases embedded in AI training data could be at play. These biases may inadvertently favor communication styles stereotypically associated with men, leading to perceived disparities in content reach.

The experiment, initiated by entrepreneurs Cindy Gallop and Jane Evans, involved men posting identical content to women, who then observed significantly lower engagement. LinkedIn stated that its AI considers hundreds of signals, including user behavior and content history, to determine feed relevance, and that its tests aim for equal footing across creators.

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Disclaimer: This story has been auto-aggregated and auto-summarised by a computer program. This story has not been edited or created by the Feedzop team.
The #WearthePants experiment involved women changing their LinkedIn profile gender to male to test for algorithmic bias in content visibility.
LinkedIn states its algorithm does not use gender as a signal for content visibility, but experiments suggest implicit biases may affect engagement.
Changing profile gender may have led to increased engagement due to subtle algorithmic preferences for certain communication styles, or participation in a viral trend.

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