Abstract: The three parameter Weibull distribution is a very important distribution in reliability statistics. This paper presents a kind of aprroximated general least squares estimators of the distribution using a two-step iterative method. The result is extended to the censored and missing data cases. The simulation shows that the proposed method is both simple and efficient.