Abstract: In this paper.a class of nonlinear model-Box-Cox transformation model is considered.Theresult of its forecasting analysis indicates that forecasts based on the simple inverse transformation are biasedand should be corrected. On the basis of normal distribution assumption,the lower and upper bounds of forecasting bias are derived.An example using real data is given.