The findings, published in the journal Psychological Science, suggest that female players are not affected by negative stereotypes about women's chess abilities during competition games.
This is in contrast with previous findings on the phenomenon of stereotype threat which have suggested that awareness of negative stereotypes can hamper women's performance.
"These findings show that even famous psychological phenomena may not be present all the time," said Tom Stafford from the University of Sheffield in the UK.
"Looking at such a large real-world sample allows us a lot of confidence that our numbers are reliable," said Stafford, who led the study.
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Being aware of a negative stereotype is thought to make individuals more anxious, more self-conscious, and less able to suppress negative thoughts - outcomes that ultimately hamper their ability to perform the task at hand.
Since women are noticeably underrepresented in the world of competitive chess, stereotype threat may be especially salient to women chess players, researchers said.