The pogo stick may never upend the wheel as a means of locomotion. But as inventions go, they share something: Once built, there wasn’t a whole lot anyone could seem to do to improve the basic design.

A humble toy has quietly become a big underground fad—and an extreme sport as well. It’s the pogo stick: a fun way to exercise plus a great way to lose weight. There’s now even an annual extreme ...