Fourth, in order to examined for discrimination, i.e., differ rewards for equal investment, we examined the main and interaction effect in regression models. We tested the statistical significance of the differences of the effects of the variables on earnings. This is important especially when the sample size of men is significantly larger than that of women, creating significant results in one group and not in the other, which can create spurious conclusions.