Financial Analysts Journal · 2013 · 148 citations · 49 references
BusinessAccountancyAccountingFinancial AccountingFinancial EconomicsForensic AccountingAccrual AnalysisEarnings ManagementEarnings QualityEarnings ReportingFinancial ReportingFinancial StatementsAccrual Earnings ManagementAccrual MispricingAccruals-based Fraud DetectionDecile ScoresFinancial Statement Manipulation DetectionShort Interest Reporting
An accounting-based earnings manipulation detection model has strong out-of-sample power to predict cross-sectional returns. Companies with a higher probability of manipulation (M-score) earn lower returns on every decile portfolio sorted by size, book-to-market, momentum, accruals, and short interest. The predictive power of M-score stems from its ability to forecast changes in accruals and is most pronounced among low-accrual (ostensibly “high-earnings-quality”) stocks. These findings support the investment value of careful fundamental and forensic analyses of public companies.
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