Table 2 contains a comparison of the distribu-tion of these variables for manipulators and non-manipulators in the estimation sample. The results indicate that, on average, manipulators have signif-icantly larger increases in days’ sales in receivables,
greater deterioration of gross margins and asset quality, higher growth, and larger accruals than nonmanipulators.