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