Interpreting the Evidence: Causality and Selection into Certification Of course, simple comparisons of certified and non-certified farmers raise obvious questions. Perhaps the characteristics that cause farmers to become Fair Trade certified also cause farmers to produce and sell more, to produce better quality coffee that sells for a higher price, and to earn more income as a result. Therefore, such comparisons may not capture a causal effect.