Policies that set the pay for tens of thousands of bank employees nationwide would require approval from the Federal Reserve as part of a far-reaching proposal to rein in risk-taking at financial institutions.

The Fed's plan would, for the first time, inject government regulators deep into compensation decisions traditionally reserved for the banks' corporate boards and executives.

Under...