An apparatus configured to predict autonomous transition regions using historical information, the apparatus comprising processing circuitry and at least one memory including computer program code instructions, the computer program code instructions configured to, when executed by the processing circuitry, cause the apparatus to:
- access historical autonomous transition data associated with vehicles that transition from respective autonomous levels while traveling along one or more road segments associated with a first geographic area;
- identify one or more features of the historical autonomous transition data associated with the first geographic area;
- and
- train a machine learning model based on the one or more features associated with the first geographic area.