The Pearson correlation coefficient can take values in which range?

Prepare for the Discovering Statistics Using IBM SPSS Statistics Test with detailed questions and thorough explanations. Enhance your statistical understanding and apply SPSS effectively. Get ready to excel in your assessment!

Multiple Choice

The Pearson correlation coefficient can take values in which range?

Explanation:
It measures the strength and direction of a linear relationship between two continuous variables, and its value always falls between -1 and 1. A value near +1 indicates a strong positive linear relationship—both variables tend to move upward together. A value near -1 indicates a strong negative linear relationship—one variable tends to increase while the other decreases. A value near 0 suggests little to no linear association. The bounds come from how the statistic is calculated: it standardizes the covariance by the product of the variables’ standard deviations, and the Cauchy–Schwarz inequality shows this ratio cannot exceed 1 in absolute value. So the theoretical range is -1 to 1, inclusive, which is why that option is correct.

It measures the strength and direction of a linear relationship between two continuous variables, and its value always falls between -1 and 1. A value near +1 indicates a strong positive linear relationship—both variables tend to move upward together. A value near -1 indicates a strong negative linear relationship—one variable tends to increase while the other decreases. A value near 0 suggests little to no linear association. The bounds come from how the statistic is calculated: it standardizes the covariance by the product of the variables’ standard deviations, and the Cauchy–Schwarz inequality shows this ratio cannot exceed 1 in absolute value. So the theoretical range is -1 to 1, inclusive, which is why that option is correct.

Subscribe

Get the latest from Examzify

You can unsubscribe at any time. Read our privacy policy