The evidence presented here was based on a sample of companies whose manipulation of earnings was publicly discovered. Such companies probably represent the upper tail of the distribution of companies that seek to influence their report earnings-successful and undiscovered manipulators undoubtedly exist-so the evidence should be interpreted in that light.