Sensitivity analysis of the component reliability prediction models to various parameters has been performed and meaningful observations have been drawn in this study. We specifically selected 217PlusTM models for analysis. Based on an experimental design for parameters, we performed sensitivity analysis 217PlusTM component models to various parameters. The results in this study not only figure out the behavior of the predicted failure rate as a function of failure causes but provide meaningful guidelines for practical applications.