Yum Brands executives are convinced that 2015 will be a better year for their all-important China business, which makes sense because not much could get worse than 2014. Or 2013, for that matter.

Yum China’s New York–traded shares jumped by 9.1% on Thursday, after the company reported resilient earnings and an expanded ...