Estimates (s) and residuals from a securities firms regression model for the prediction of earnings per share

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Estimates (s) and residuals from a securities firm€™s regression model for the prediction of earnings per share (per quarter) are shown here for 25 different high- technology companies. Is there any evidence that the assumptions have been violated? Are any additional tests or plots warranted?
Estimates (s) and residuals from a securities firm€™s regression model
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