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What is the value of reviewing residuals or the measures of error? How is it possible to identify additional or lurking variables by examining residuals?

What is the value of reviewing residuals or the measures of error? How is it possible to identify additional or lurking variables by examining residuals? Does a strong correlation of a regression analysis always mean there is a cause-and-effect relationship?

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