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Which of the following is the most appropriate explanation of a -1 correlation between two random variables?
A
There is no correlation between two random variables.
B
Both variables move together in a negative direction.
C
The movement in one variable will result in the exact opposite proportional movement in the other variable.
D
None of the above.
Explanation:
A correlation of -1 indicates a perfect negative linear relationship between two variables. This means that when one variable increases by a certain proportion, the other variable decreases by exactly the same proportion, and vice versa. The variables move in opposite directions with perfect consistency.
Key points:
Option A is incorrect because it describes a correlation of 0, not -1. Option B is misleading because while both variables move in negative directions relative to each other, the key distinction is the exact opposite proportional movement. Option C correctly captures the precise mathematical meaning of a -1 correlation coefficient.