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According to this wikipedia: http://en.wikipedia.org/wiki/Earnings_surprise, the SUE score is a "standardized" difference between reported earnings and expected earnings. Therefore, can the SUE score be interpreted as a Z-score assuming that the underlying earnings surprise data is normally distributed?

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No, because the $\sigma$ is estimated, and therefore SUE may be a t-score, but certainly not a z-score.

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