Association and geographical explanations

An association means variables vary together. It can be consistent with a mechanism while also reflecting other variables, selection or shared trends.
Spearman’s rank measures monotonic association; it does not prove that changing one variable causes the other. A geographical explanation needs a mechanism and appropriate evidence.
Put the concept to work
Scatter plots · Spearman rank correlation · Source evaluation