This paper proposes a numerical method that can effectively approximate high-order deriva-tives under random perturbation based on the cubic MQ(multiquadric)quasi-interpolation operator.Corresponding numerical examples and error estimates are given.Numerical experimental results show that the proposed method is more accurate,more stable and more effective than the existing methods.