Conclusion
Some accounting variables can be used to identify companies that are manipulating their reported earnings. I found that, because manipulation typically consists of an artificial inflation of revenues or deflation of expenses, variables that take into account simultaneous bloating in asset accounts have predictive content. I also found that sales growth has discriminatory power: The primary characteristic of sample manipulators was that they had high growth prior to periods during which
manipulation was in force.