ZURICH—The world’s billionaires are richer, older and more sports-obsessed than ever.

Asia’s billionaires outnumbered those in the U.S. last year for the first time, driven by strong growth in China, according to a new report by Swiss banking giant UBS Group AG and global consulting and accounting firm PwC.

It was a banner year for the richest...