Influential observation
= Influential observation
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An <influential observation> substantially changes a fitted model or its predictions when removed or perturbed. In a <linear regression>, influence depends jointly on residual size and <regression leverage>. Large predictor leverage with a small residual and a large residual at ordinary leverage can have different consequences. <Regression diagnostics> examine this sensitivity; influence is not synonymous with an invalid observation.