A causal inference method for improving the design and interpretation of safety research

•A systematic approach for estimating causal effects of safety countermeasures is proposed.•The proposed approach aims to better combine prior knowledge with data.•The causal inference model provides helpful guidance for research design and data collection.•An empirical study was conducted to illustrate how the approach accurately estimates the strict causality between factors and how it helps researchers understand the complex mechanisms behind safety phenomena.