“…While accurate estimates of the exact contribution of distraction to crashes are difficult to obtain, it is conservatively estimated that approximately 30% of all crashes involve driver distraction (Wang et al, 2019), with concern that roadside advertising, in the form of digital billboards, may be a significant component of the distraction from outside the vehicle. According to a recent research, roadside advertising has an influence on driver behavior, but the impact varies depending on the qualities of the driver and the features of the advertisement (Oviedo-Trespalacios et al, 2019;Shechter, 2005;Urban et al, 2020). Several simulator and on-road studies have been conducted to date to investigate the effect of billboards on various metrics of driving performance.…”