“…Random effects allow the residuals associated with the longitudinal measures on the same unit of analysis to be correlated, thus taking into account the clustering effect. Linear mixed-effect models have been used in previous studies to model driver overtaking behaviour (Farah, 2013), driver speed behaviour on curves (Farah, Daamen, & Hoogendoorn, 2018), and the modelling choices of control transitions in automated driving (Varotto, Farah, Toledo, van Arem, & Hoogendoorn, 2017). The models developed in this study were estimated using the 'lme4' package (Bates et al, 2014) and validated using the 'rpart' package (Therneau, Atkinson, Ripley, & Ripley, 2018) in the R statistical program (Team, 2013).…”