The inefficiency of the adjoint network approach to the calculation of first order sensitivity coefficients

The currently fashionable method of calculating first order sensitivity coefficients via the analysis of the original circuit and its adjoint network is an inefficient process which should now be abandoned in favour of more efficient direct methods of calculation. Apart from its greater efficiency, this direct approach would also lead to clearer understanding, by students and non-specialist engineers, of the essential principles involved.