The pay slips of Wall Street’s rank and file are getting a little heavier. Less so for the big bosses.

The gap between what bank CEOs and their staffs take home in pay has narrowed significantly since the financial crisis, driven mostly by a drop in compensation for the leaders of the five biggest Wall Street firms, according to a Wall Street Journal review of bank regulatory filings.