proactive early warning resulting in a smart risk management approach. The methodological approach is carried out according to … analytics based on artificial intelligence is shown with its suitability for proactive early warning using the example of … risk and the impact over time, which is applied in the proactive early warning design. Artificial intelligence is applied …