Analysis and comparison between crash- and health-based emergency medical service response across Alabama

•Three major EMS response types are crash-, heart-, or stroke-based.•EMS response can be split into five stages from phone call to arrival at destination.•Each EMS response stage has its own unique delay characteristics.•Random parameter parametric survival models can capture unobserved heterogeneity.