Starting next year, aspiring professional economists will no longer have to sit through job interviews in a prospective employer’s hotel room.

The American Economic Association is implementing new rules forbidding universities and other employers from interviewing thousands of candidates in hotel rooms during the group’s annual conference. It is part of an effort to shift what former Federal Reserve Chairman Ben Bernanke, the association’s current president, has called the profession’s “reputation for hostility toward women...