What Are Some Common Pitfalls in Using Regression Coefficients?
Misinterpretation and misuse of regression coefficients can lead to erroneous conclusions:
Ignoring interaction terms which can modulate the effect of predictors. Overlooking multicollinearity among predictors which can destabilize coefficient estimates. Failing to account for non-linearity in relationships. Assuming causation from correlation without appropriate study design.