We present a formulation for the structured condition number and for the structured backward error for the linear system A* Ax = b, when the rectangular matrix A is subjected to normwise perturbations. Perturbations on the data A and the solution x are measured in the Frobenius norm. Numerical experiments are provided that show the relevance of this condition number in the prediction of the computing error when solving such systems.