Structural equations modelling of drivers' speed selection using environmental, driver, and risk factors.

•Speed selection is explored using environmental, driver, and risk factors.•Data is retrieved from a combined driving simulator and online survey experiment.•Panel data is handled by developing driver, trip, and segment level models.•Structural Equations Modeling reveals the complex nature of speed selection.