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Understanding earnings quality - MIT Sloan School of Management

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While we identify these contradictions between smoothness and the other EQ proxies, we are<br />

short on explanations. There is little research that attempts to ascertain the “normal” component <strong>of</strong><br />

smoothness that results from unbiased application <strong>of</strong> an accrual process to the firm’s unobservable<br />

fundamental <strong>earnings</strong> process. As shown in Figure 1, only three papers in our database examine<br />

fundamental firm characteristics and smoothness proxies and one finds negative evidence.<br />

Smoothness has generated more consistent results as a proxy for <strong>earnings</strong> <strong>quality</strong>, and in particular<br />

for <strong>earnings</strong> management, in cross-country studies. The international evidence suggests that there is<br />

a significant component <strong>of</strong> smoothness that is artificial and that represents opportunistic <strong>earnings</strong><br />

management. This finding, which contrasts with the limited findings in the U.S., may result from<br />

the ability to create a smoothness proxy that captures cross-sectional variation in artificial smoothing<br />

or <strong>earnings</strong> management. In international studies, researchers typically benchmark <strong>earnings</strong><br />

smoothness against the smoothness <strong>of</strong> operating cash flows (e.g., Leuz, Nanda, and Wysocki, 2003).<br />

In these settings, the cross-sectional variation in the discretionary component <strong>of</strong> smoothness may<br />

dominate the measurement error in the fundamental component <strong>of</strong> smoothness, which makes the<br />

“abnormal smoothness” measure a reasonable proxy for <strong>earnings</strong> management. More research could<br />

be done to explain the inconsistencies between the firm-level results in the U.S. versus the country<br />

level results.<br />

In summary, the ability <strong>of</strong> smoothness to capture 1) the smoothness <strong>of</strong> a firm’s fundamental<br />

<strong>earnings</strong> process, 2) the smoothness induced by the unbiased application <strong>of</strong> an accounting<br />

measurement system to that process, and 3) the effect <strong>of</strong> intentional distortions on smoothness, is<br />

still very much an open question.<br />

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