The federal website that publicly displays the salaries of top contractor executives is riddled with faulty data, a Bloomberg BNA investigation shows.

The massive stream of data housed in the Treasury Department website USAspending.gov includes a wide range of contractor compensation figures that are clearly off-kilter, including some executives who allegedly earned billions of dollars in a given year and others who made only $200.

This has made it difficult for watchdog groups,...