Reverse Causality

The headline "Does the value of driving differ across states?" seems to imply that driving more causes higher incomes. Couldn't it very well be the opposite? Higher GDPs per capita lead to higher population densities, higher congestion, higher property values where jobs are, and hence more total miles driven?