Graduate students, who often teach the bulk of university classes, would lose their status as employees and their rights to join a union, under a proposed rule approved Friday by the National Labor Relations Board.

If the rule passes a final vote as expected, graduate students won’t be covered by the National Labor Relations Act of 1935 and therefore won’t have the right to unionize.

“University...