• Outliers: lies outside the pattern of other observations, X- outliers, Y-outliers
• Influential: Deleting this point changes your statistical analysis markedly
• Y-outliers: large residual, X-outliers: often influential in regression.
• Influential observations pull the regression line towards themselves
• Least squares regression is not robust to presence of outliers