You don't say: The lower incomes are, the more religious the population is

Why is a population’s religiosity consistently connected to its wealth, or lack thereof? Sociologists going back to the 19th century have theorized that societies naturally grow more secular as they modernize — that is, as people begin to grow better off in terms of education and living standards, the importance they attach to religion begins to recede.