We propose a class of ratio estimators for the estimation of population mean by adapting the estimators in Singh and Tailor (2003) to the estimators in Kadilar and Cingi (2004). We obtain mean square error (MSE) equations for all proposed estimators, and find theoretical conditions that make each proposed estimator more efficient than the traditional estimators, and similarly for comparison to the ratio estimator in Singh and Tailor (2003), and for those in Kadilar and Cingi (2004). In addition, these conditions are supported by a numerical example.