Unraveling preference heterogeneity in willingness-to-pay for enhanced road safety: A hybrid approach of machine learning and quantile regression

•Modeled willingness-to-pay using a hybrid approach of decision tree and quantile regression.•Decision tree systematically provided potential higher-order interactions.•Influences detected by quantile regression changed at various quantiles along the distribution.•Estimated value of fatal and severe injury risk reductions.