Organized labor has embarked on a project to develop legislation that would expand collective bargaining rights of private-sector workers, AFL-CIO President Richard Trumka said.

During and after a meeting with Wall Street Journal reporters and editors Wednesday, Mr. Trumka wouldn’t provide specifics about labor’s plan or timing. But he suggested employers should be required to bargain over wages with all private-sector workers — union members and nonunion workers alike.