Women on LinkedIn are experimenting with male personas, even using fake mustaches, to test alleged algorithmic gender bias. Discover their findings and the debate around platform fairness

Washington: Flipping their gender setting to “male” and even sharing photos with fake mustaches, a growing number of women on LinkedIn are taking a provocative stance against what they allege is an algorithmic bias on the platform.
Last month, female users began reporting that presenting themselves as men significantly increased their visibility on the professional networking site, triggering a wave of similar experiments.
Women adopted male aliases -- Simone became Simon -- swapped their pronouns for he/him, and even deployed AI to rewrite old posts with testosterone-laden jargon to cultivate what they describe as an attention-grabbing alpha persona.
To add a dash of humor, some women uploaded profile photos of themselves sporting stick-on mustaches.
The result?
Many women said their reach and engagement on LinkedIn soared, with once-quiet comment sections suddenly buzzing with activity.
"I changed my pronouns and accidentally broke my own LinkedIn engagement records," wrote London-based entrepreneur and investor Jo Dalton, adding that the change boosted her reach by 244 percent.
"So here I am, in a stick-on moustache, purely in the interest of science to see if I can trick the algorithm into thinking I am a man."
Gendered discrepancies
When a female AFP reporter changed her settings to male, LinkedIn's analytics data showed the reach of multiple posts spiked compared to a week earlier.
The posts cumulatively garnered thousands more impressions compared to the previous week.
Malin Frithiofsson, chief executive of the Sweden-based Daya Ventures, said the LinkedIn experiment reflected "gendered discrepancies" that professional women have felt for years.
"We're at a point where women are changing their LinkedIn gender to male, swapping their names and profile photos, even asking AI to rewrite their bios as 'if a man wrote them,'" Frithiofsson said. "And their reach skyrockets."
LinkedIn rejected accusations of in-built sexism
"Our algorithms do not use gender as a ranking signal, and changing gender on your profile does not affect how your content appears in search or feed," a LinkedIn spokesperson told AFP.
However, women who saw their engagement spike are now calling for greater transparency about how the algorithm -- largely opaque, like those of other platforms -- works to elevate some profiles and posts while downgrading others.
"I don't believe there's a line of code in LinkedIn's tech stack that says 'if female < promote less,'" Frithiofsson wrote in a post on the site.
"Do I believe gendered bias can emerge through data inputs, reinforcement loops, and cultural norms around what a 'professional voice' sounds like? Yes. Absolutely."
LinkedIn's Sakshi Jain said in a blog post that the site's AI systems and algorithms consider "hundreds of signals" -- including a user's network or activity -- to determine the visibility of posts.
Rising volumes of content have also created more "competition" for attention, she added.
That explanation met with some skepticism on the networking site, where more visibility could mean enhanced career opportunities or income.
Rosie Taylor, a Britain-based journalist, said the boost her profile got "from being a 'man' for just one week" saw unique visitors to her newsletter jump by 161 percent compared to the previous week.
That led to an 86 percent spike in new weekly subscriptions via LinkedIn.
"Who knows how much more successful I might have been if the algorithm had thought I was a man from the start?" Taylor said.
AFP
Published: 03 Dec 2025, 08:30 am IST
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