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Choose the relationship which best predicts the dependent variable
After exploring a diversity of relationships, you should select the one that can best be employed in predicting the dependent variable. Generally, this will be the relationship which best predicts the values of the dependent variable. The high correlation (relationship) among a potential independent variable and the dependent variable frequently indicates that the independent variable will be a good predictive tool. Though, you should reassure that the value of the independent variable is accessible in order for you to make timely estimates. When it is not, you might require considering other alternatives.
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