A ranked set sampling procedure using the smallest order statistics is proposed for estimating the threshold parameter of skewed distributions. The estimators based on this procedure are compared with those obtained from the simple random sample. It is shown that the relative precisions of the proposed estimator for threshold parameter is substantially higher than the best estimator obtained from simple random sample.