This year's U.S. Open tennis tournament will pay out a record $38.3 million in prize money, with $3 million going to the winner of the men's and women's singles titles, not including potential bonus money. The No. 1 seeds, Serena Williams and Novak Djokovic, are two of the highest-paid athletes in the world.

But how much does tennis spread the wealth?

Since...