After winning the 1956 Indianapolis 500, Flaherty was severely injured in a race car crash less than three months later, which prevented him from racing at the 1957 500. Flaherty successfully raced pigeons for over twenty years after he retired from auto racing. He also built and publicised a portable go-kart track where he would race against all-comers.