When using Equation 23 to test H1, we assume that Equation 23 accurately reflects true optimal productivity; that is, all variables that will affect the optimal productivity are included. Although the predictors in Equation 23 are consistent with theory, the current data lack sufficient information to completely validate the equation empirically. Subsequently, we show that the test for H1 is robust to any systematic error in this estimation.