At present, electromagnetic induction quenching and nitriding are two commonly used surface strengthening approaches applied in improving the strength of the steel parts. In this paper, a comparative study was proposed to research the strengthening influence of these two techniques on the fatigue property of two types of steel crankshafts. First a modified statistical analysis approach was proposed to obtain the distribution property of the fatigue limit load. Then two types of steel crankshafts were selected to be the object of research and treated by these two techniques. Finally the standard T and F hypothesis testing methods were conducted in evaluation the strengthening effect. The main conclusion of the research is that the strengthening effect of the electromagnetic induction approach in this condition is obviously higher than that of the nitriding, which makes the former technique more suitable to be applied in steel crankshaft manufacturing industry.