Omitted variable bias (OVB) of OLS estimators is a serious and ubiquitous problem in social science research. Often … researchers use the direction of the bias in substantive arguments or to motivate estimation methods to deal with the bias. This … setting and cautions against the use of direction-of-bias arguments. This analysis has implications for comparison of OLS and …