This paper is aimed to construct the optimal cash settlement prices for the four index futures traded on TAIFEX. The cash settlement futures prices are estimated by the truncated mean, α-Winsorized Mean, value weighted mean, and the exponential smoothing methods. We compare their hedging performance and price discovery effect with the current system that TAIFEX adopted. The empirical results indicate that the cash settlement prices obtained by the truncated mean and α-Winsorized Mean methods have best hedging performance and price discovery effect. This finding will be helpful for the TAIFEX to construct their futures settlement prices based on cash settlement.