Other possible sources of bias: People who walk more live in more walkable neighborhoods and are likely more wealthy, live in places with less air pollution, ha

Other possible sources of bias: People who walk more live in more walkable neighborhoods and are likely more wealthy, live in places with less air pollution, have less traffic noise disturbing their sleep, and travel fewer miles in cars thereby reducing risk of car accidents.