A NOTE ON THE USE OF REGRESSION ANALYSIS IN ACCOUNTING: COPING WITH MULTICOLLINEARITY* |
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Authors: | Kenneth R. Ferris |
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Abstract: | A major obstacle to the effective utilization of regression analysis in accounting practice and research is the presence of multi-collinearity. This paper analyzes the impact of multicollinearity on ordinary least squares (OLS) estimation, and describes a recently developed estimation procedure, ridge regression analysis (RRA), that offers the possibility of improved coefficient estimation. An auditing example is provided comparing the results of OLS to those of RRA. |
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