For artists and celebrities, perhaps there's nothing more terrifying than being in your "flop era," the moment in a career when someone respected falls below the high expectations of what they can do.

There were a lot of repeat-worthy hits throughout the 2000s, but many of the artists who made them only reached the charts once. Some during that decade spent years working in the studio and selling ...