We consider the problem of delay estimation by observations solutions several SDEs. It is known that MLEs for these models are consistent and asymptotically normal, but likelihood ratio functions not differentiable w.r.t. parameter, therefore numerical calculation encounter certain difficulties. propose One-step Two-step MLEs, whose has no such problems provide an estimator equivalent to MLE. T...