It happened around 3:00 p.m. in the 3300 block of Concord Road in Aston.
The SUV crashed into Media Children's House Montessori, a school for children 2 years old to fifth grade.
Police say the woman driving a Toyota SUV told them she hit the brakes, but the vehicle accelerated.
No one was hurt.