If you're concerned about sports, research has consistently shown that trans women specifically have no special advantage compared to cis women, especially after a few years of HRT, and trans girls who received puberty blockers or hormones before natal puberty are essentially identical to their cis peers.
And obviously, there is no such thing as "biological advantage" in areas like quiz shows or chess where physical capabilities are irrelevant.