The main objective of this paper is to explore the situation which auditors compromise their independence by using Cubist regression tree model. Compare with prior studies used logist regression model, the cubist regression tree model can explore the situation which auditors compromise their independence. Using discretionary accruals to proxy for auditors’ independence, cubist regression model find a positive association between discretionary accruals and client importance in the specified situation.