Similar clubs have been popular in Eastern Europe for more than a century, but math circles didn’t start popping up in the U.S. until the 1990s. Today, there are more than 300 such groups nationwide.

“We really want parents to [avoid saying] whether or not they're a ‘math person,’” explains DePiper. “This can imply that mathematical ability is fixed when, in reality, everyone can ...