Current statistics show an increased risk of accidents for weaker road users. On the one hand, this is due to changes in mobility behavior, as bicycle and e-trekking traffic increasingly conflict with motor vehicle traffic. On the other hand, there are hardly any data that serve as indications of risk situations (such as near-accidents). This makes it difficult to build forward-looking models to make evidence-based recommendations for safe infrastructure.