Audit firms have a tough job. Some critics think they shouldn’t have a second one.

For years, the Big Four accounting firms have pushed into consulting, seeking growth their core auditing businesses weren’t providing. Since 2012, the firms’ combined global revenue from consulting and other advisory work has risen 44%, compared with just 3% growth from auditing.

The...