WASHINGTON—President Donald Trump is likely to announce Federal Reserve governor Jerome Powell as his nominee to be the next chairman of the U.S. central bank this week, according to a person familiar with the matter.

The president hasn’t made a formal decision and could still change his mind, several people familiar with the matter said.

Mr....