A botanist found a correlation between the length of an aspen leaf and its surface area to be 0.94. Why does the correlation value of 0.94 not necessarily indicate that a linear model is the most appropriate model for the relationship between length of an aspen leaf and its surface area?  (A) The value must be exactly 1 or to indicate a linear model is the most appropriate model. (B) The value must be 0 to indicate a linear model is the most appropriate model. (C) A causal relationship should be established first before determining the most appropriate model. (D) The value of 0.94 implies that only 88% of the data have a linear relationship.  (E) Even with a correlation value of 0.94, it is possible that the relationship could still be better represented by a nonlinear model.

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 A botanist found a correlation between the length of an aspen leaf and its surface area to be 0.94. Why does the
correlation value of 0.94 not necessarily indicate that a linear model is the most appropriate model for the
relationship between length of an aspen leaf and its surface area? 

(A) The value must be exactly 1 or to indicate a linear model is the most appropriate model.
(B) The value must be 0 to indicate a linear model is the most appropriate model.
(C) A causal relationship should be established first before determining the most appropriate model.
(D) The value of 0.94 implies that only 88% of the data have a linear relationship.

 (E) Even with a correlation value of 0.94, it is possible that the relationship could still be better represented by a nonlinear model. 

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