Following a similar idea, Canarella and Nourayi (2008) utilize the sign of performance measures and apply the GMM estimation to test the asymmetric incentive effect in total and cash compensation. They find a non-linear and asymmetric relationship between executive compensation and firm performance, and that the non-linearity and asymmetrydepends on the measures of firm performance.