Abstract Background Commercial motorcycle riders are among the most vulnerable road users in low- and middle-income countries, with poor visibility contributing significantly to road traffic injuries, particularly under low-light conditions. While visibility materials such as reflective jackets and functional lighting systems are effective, low-cost safety measures, their use remains inconsistent in many settings. In addition to individual behaviors, structural factors such as enforcement, acces