Formulation of a regression model requires knowing which variable is exogenous and which is endogenous.
My website on causality - Many different types of materials
Lecture 9: Causality - Video lecture shows a very simple technique with minimal assumptions which assesses causal relations between two variables by checking TIMING of changes.