When you walk, you go in the opposite direction of cars and can see them coming and, if necessary, move off to the side more.
I know it's survivorship bias, but it worked for me.
Now I get that population density is increasing, and probably so is traffic. Though so are automatic safety features that cause cars to brake rather than hit things.
Are there statistics on vehicular fatalities in suburbs?