πŸ”’ Math & Science

Correlation Coefficient Calculator

Calculate the Pearson correlation coefficient (r) between two paired lists of numbers, with the coefficient of determination (rΒ²) and a strength interpretation.

Pearson correlation coefficient (r)

0.95119

A very strong positive linear relationship.

Coefficient of determination (rΒ²)

0.904762 (90.4762%)

Number of pairs (n)

8

r ranges from βˆ’1 to +1. rΒ² is the share of variation in one variable explained by a straight-line fit with the other. Correlation does not imply causation.

Frequently Asked Questions

How do I calculate the correlation coefficient?

The Pearson correlation r is the sum of the products of the paired deviations from each mean, divided by the square root of the product of each variable's sum of squared deviations. In short, r = Ξ£(x βˆ’ xΜ„)(y βˆ’ Θ³) / √(Ξ£(x βˆ’ xΜ„)Β² Β· Ξ£(y βˆ’ Θ³)Β²).

What does the correlation coefficient mean?

r ranges from βˆ’1 to +1. Values near +1 mean a strong positive linear relationship, near βˆ’1 a strong negative one, and near 0 little or no linear relationship. The sign tells you the direction and the magnitude tells you the strength.

What is a strong correlation?

A common rough guide: |r| above 0.7 is strong, 0.4 to 0.7 is moderate, and below 0.4 is weak. These cutoffs are conventions, not rules β€” what counts as strong depends heavily on the field.

What is r-squared (the coefficient of determination)?

rΒ² is the square of the correlation coefficient. It is the fraction of the variation in one variable that is explained by a straight-line relationship with the other. An r of 0.8 means rΒ² = 0.64, so 64% of the variation is explained.

Does correlation imply causation?

No. A high correlation only shows that two variables move together; it does not prove one causes the other. A hidden third factor or pure coincidence can produce strong correlations between unrelated things.

What kind of data do I need?

You need two lists of numbers of equal length, where each pair (x, y) belongs to the same observation. Enter the x values and the y values in the same order so the calculator can pair them correctly.