cause an increasing OVB: (i) bias amplification and (ii) cancellation of offsetting biases. Bias amplification occurs …

analysis to review and illustrate the process of bias amplification. We show that traditional estimation strategies for the DRS … do not avoid bias amplification when controlling for predictors of treatment. We then discuss estimation strategies for … the DRS that can potentially reduce bias amplification that is caused by controlling both instrumental variables and …