Amtrak, the national passenger railroad whose subsidies often are the target of cost-cutters in Washington, said Monday that its operating loss has fallen to the lowest level in four decades amid growing ridership.

Amtrak’s operating loss of $227 million in fiscal 2014, which ended Sept. 30, was down 37% from the previous year, according to results the railroad planned to announce Tuesday.

The...