We study the output of a gain switched diode laser as a function of the pumping parameters. Experimentally we look at the output pulse shape, height and width, timing conditions and stability. Theoretically, we calculate the conditions under which a gain switched diode laser is optimized with respect to the width of the injection current pump pulse. We find, for both biased and unbiased operations, that a current pulse of approximately 20 psec corresponds to a Dirac delta function, a situation which yields the shortest, most intense output pulses. A sensitivity analysis performed on an analytic distillation of the model gives us design considerations for diode lasers with improved stability.