Data-driven control including V-Tiger has been actively studied in recent years. V-Tiger can predict the feedback loop response, but is sensitive to noise. Therefore, this paper introduces High-order ARX model identification and Confidence interval analysis to predict confidence interval of stability margins of control system designed by V-Tiger. The effectiveness is verified using pneumatic artificial muscle.