Of course it is! If the mean of a set of data is negative, then the coefficient of variation will be negative.
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Yes it is. If all the observations have the same non-zero value then the coefficient of variation will be zero.
The coefficient, also commonly known as R-square, is used as a guideline to measure the accuracy of the model.
yes
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Explain the partial and multiple correlation