4. From February: Co-linearity. “Collinearity diagnostics aren’t much help, because they don’t tell you whether you’re interested in $$\beta_X$$ or $$\gamma_X$$. What they tell you is that if you’re interested in $$\gamma_X$$ it sucks to be you, because the data don’t provide much information about $$\gamma_X$$