Adidas AG’s new boss aims to raise the company’s game in the U.S. by streamlining its struggling Reebok brand.

Kasper Rorsted, who became Adidas’s chief executive in October, said Thursday he planned to create a global team dedicated to running a leaner Reebok to lessen its drag on the German sportswear company’s overall results.

Adidas earlier...