Who is at fault if someone enters your private driveway and hits your vehicle while you are backing out?

It is the persons fault for entering your private driveway.

Another View: If the collision occurred on private property, the insurance companies of both cars will be involved. As a general rule, the driver of the backing vehicle bears the responsbibility for making sure that he can safely proceed in reverse.