If you do that poll repeatedly, over many groups and many industries and many times and many subsets, and in every case the men are paid more (whether 5% or 23%), there is either an actual statistical difference, or Maxwell's social justice demon is out to get you.
And if there is an actual statistical difference, the question is why. Are men more valuable to the market?