In this paper the "state of the art" of mathematical software that solves nonlinear least squares problems is evaluated. The evaluatmn is based on a comparison of 12 readily available FORTRAN codes. Theoretical and software aspects of the codes, as well as their performance on a carefully designed set of test problems, are used in the comparison.