Regression Models and Policy Implementation

Suppose you see a Facebook post with a regression plot of the Number of Walmarts per Capita on Income per Capita, and the slope is positive. If you were asked to advise a town on a policy to attract a Walmart to town, would you say they should give tax refunds to their citizens to increase their income?