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What could cause violations in homoscedasticity?
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Violations in homoscedasticity may be caused by non-normality in the underlying distribution of either $X$ or $Y$ scores or by the indirect effect of a third variable, and typically result in confidence intervals that are either too wide or too narrow.
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