Covariance Calculator – Calculate Sample & Population Covariance

Covariance Calculator

Enter two equally sized paired data sets to calculate sample or population covariance.

Covariance0
Relationship Direction—
Mean of X0
Mean of Y0
Data Pairs0

How to Use the Covariance Calculator

Enter paired X and Y values in matching order and choose sample or population covariance. The calculator measures whether the variables tend to move together or in opposite directions.

Practical Example

For X = 2, 4, 6 and Y = 1, 3, 5, both sets rise together, so covariance is positive. The numeric value differs depending on whether the sample or population denominator is selected.

Factors That Affect the Result

Covariance depends on the units and scale of both variables. Outliers, mismatched pairs and a small sample can strongly influence the result, so magnitude should not be compared across unrelated scales without context.

Related Tools

Correlation Calculator · Linear Regression Calculator · Standard Deviation Calculator · Average Calculator · Z Score Calculator

Frequently Asked Questions

Can covariance be greater than 1?

Yes. Covariance is not limited to the range −1 to +1.

What does negative covariance mean?

It indicates that the variables tend to move in opposite directions.

Does covariance prove causation?

No. It measures association, not cause and effect.