Accidents in which drivers mistakenly hit the gas instead of the brake tend to involve older female drivers in parking lots, a new government study has found. One of the study’s most striking and consistent findings was that nearly two-thirds of drivers who had such accidents were female. When looking at all crashes, the reverse is true - about 60 percent of drivers involved in crashes are male, the National Highway Traffic Safety Administration study noted.