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Understanding earnings quality - MIT Sloan School of Management

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(that excludes depreciation); (iii) the absolute value <strong>of</strong> the residual from a Dechow and Dichev<br />

model; (iv) the standard deviation <strong>of</strong> the residual from (iii) using the time-series <strong>of</strong> the firm’s<br />

residual (i.e., as in FLOS). Aboody, Hughes, and Liu (2005) find that a mimicking portfolio strategy<br />

that buys firms with high AQ beta earns positive abnormal returns earns positive abnormal returns.<br />

Core et al., however, find that this result is sensitive to the time period examined. They find no<br />

results when using a longer time horizon. In addition, Aboody et al. conclude that the AQ_factor<br />

loading is weak, particularly compared to the returns on their insider trading results.<br />

6.1.4 Debt market consequences <strong>of</strong> <strong>earnings</strong> <strong>quality</strong><br />

Only three consequences papers in our database extend the definition <strong>of</strong> <strong>earnings</strong> <strong>quality</strong> to<br />

decision usefulness in debt markets. Francis et al. (2005) find that firms with lower <strong>quality</strong> accruals<br />

have a higher cost <strong>of</strong> debt measured by: 1) the ratio <strong>of</strong> interest expense to interest-bearing<br />

outstanding debt (i.e., an ex post measure), and 2) S&P Issuer Credit Ratings (i.e., an ex ante<br />

measure). Anderson et al. (2004) find that firms with higher board independence, higher audit<br />

committee independence, and larger board size have lower costs <strong>of</strong> debt measured as the yield<br />

spread. They cite prior empirical studies (e.g., Klein, 2002) to justify these indirect proxies for<br />

financial reporting <strong>quality</strong>. Bhojraj and Swaminathan (2007) find that one-year ahead bond returns<br />

<strong>of</strong> firms with high operating accruals are significantly lower than those <strong>of</strong> firms with low operating<br />

accruals, consistent with bond investors mispricing high and low accrual firms in much the same<br />

way that equity investors do.<br />

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