Two examples are given for comparing applications and limitations of four methods which can be used to deal with error propagation in geochemical calculations. The examples indicate that the Monte Carlo method can also be employed to evaluate the effect of covariance. A special function of the method for covariance matrix shown here can reveal the correlations of middle variables relative to the independent primary variables.