This paper proposes a risk-based explanation for the accrual anomaly. Risk is measured using a four-factor model motivated by the Intertemporal Capital Asset Pricing Model. Tests of the model suggest that a considerable portion of the cross-sectional variation in average returns to high and low accrual firms is explained by risk. The four-factor model also performs better than some other widely used models in pricing a number of different hedge portfolios.