We study the effect of earnings manipulation on incentives within the corporate hierarchy. When top management manipulates earnings, it must prevent information leakage from corporate insiders to the outside world. If an insider (e.g. a division manager) gains evidence about earnings...

We study the effect of earnings manipulation on incentives within the corporate hierarchy. When top management manipulates earnings, it must prevent information leakage from corporate insiders to the outside world. If an insider (e.g. a division manager) gains evidence about earnings...

Can we design statistical models to predict corporate earnings which either perform as well as, or even better than analysts? If we can, then we might consider automating the process, and notably apply it to small and international firms which typically have either sparse or no analyst coverage....