'Sidewalks had the greatest impact on reducing crashes. Places with what the study deemed the greatest presence of sidewalks had 70% fewer traffic accidents, while places with one single-lane road, often found in rural areas, had 50% fewer accidents.
Streetlights and stop signs were associated with fewer car accidents involving pedestrians or cyclists. However, areas with road construction saw more collisions.'