A new study published in The Journal of Neuroscience looks at kids who have math anxiety and finds that tutoring can significantly reduce their nerves—altering the fear circuits in their brains.

Kumon, the company that runs the program, says the market for tutoring toddlers is exploding, as families have fewer children and more money to spend. But critics of this approach say the drills ...