You can remove correlated predictors or do stepwise regression to get a minimal model with more intelligible coefficients. The problem is it's still difficult

You can remove correlated predictors or do stepwise regression to get a minimal model with more intelligible coefficients. The problem is it's still difficult to determine direction of causality. That's why controlled experiments are so important.