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Which of the following correlation coefficients represents no correlation between two variables?

Question

Which of the following correlation coefficients represents no correlation between two variables?

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Solution

The correlation coefficient that represents no correlation between two variables is 0. In statistical terms, correlation coefficients range from -1 to 1:

  1. A correlation coefficient of 1 indicates a perfect positive correlation, meaning as one variable increases, the other variable also increases perfectly in tandem.
  2. A correlation coefficient of -1 indicates a perfect negative correlation, meaning as one variable increases, the other variable decreases perfectly in tandem.
  3. A correlation coefficient of 0 indicates no correlation, meaning there is no linear relationship between the two variables.

Therefore, when analyzing the correlation between two variables, a coefficient of zero signifies that changes in one variable do not predict any changes in the other variable.

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