functions as well as a method of simulated moments estimation of a panel data model of earnings dynamics. Five of the algorithms … completeness, we add three popular local algorithms to the comparison--the Nelder-Mead downhill simplex algorithm, the Derivative … give a detailed comparison of algorithms, we use a set of benchmarking tools recently developed in the applied mathematics …