There are many reasons why a driver might flee an accident. It is not unusual to have a stolen car involved in a hit-and-run. If the vehicle is stolen, the driver does not want to stop and exchange information and risk having the police involved.
Additionally, another reason why a person who caused the accident may flee the scene because they may be under the influence and attempts to flee.