The president of U.S. Soccer acknowledges the federation doesn’t actually know how many young soccer players it has playing under its umbrella. He does know that participation isn’t growing.

“All I can tell you is there’s no question over the last decade or so it stagnated,” Carlos Cordeiro said in an interview with The Wall Street Journal, a year after winning a hotly contested election for federation president.

The...