Decades ago, China's Deng Xiaoping is said to have energized the nation's capitalists by declaring: "To get rich is glorious."

Turns out that really meant: "Get rich and you'll get audited."

Entrepreneurs who make it big and land on well-publicized rich lists in China are more likely to draw government scrutiny, some new research shows. That...