Domino's Pizza Inc. Chief Executive David A. Brandon will step down in March, with the board of directors planning to name J. Patrick Doyle as his successor in keeping with the pizza-chain's succession planning.

Mr. Brandon will stay on as chairman while becoming athletic director at the University of Michigan.

The pizza chain, like other...