Skip to content

Converting covariance into correlation with consistent units

A covariance of −18 in squared percentage-point units, with standard deviations of 6% and 5%, gives correlation −0.6.

On this page

Choose one representation for every input

On the percentage-number scale, covariance is −18 and the standard deviations are 6 and 5. The denominator is 6×5 = 30, so correlation is −18/30 = −0.6. The covariance magnitude 18 is below its maximum possible magnitude of 30 under the stated standard deviations.

Recalculate on a decimal-return scale

Equivalent calculations
ScaleCovarianceStandard deviationsCorrelation
Percentage-number−186 and 5−18/(6×5) = −0.6
Decimal-return−0.00180.06 and 0.05−0.0018/(0.06×0.05) = −0.6

Identify the missing factor

Dividing −18 by only 5 gives −3.6; dividing by only 6 gives −3. Neither is a standardized correlation. Dividing by 6 + 5 gives approximately −1.6364, also outside the correlation range. The denominator needs the product of both standard deviations.

Interpret the sign without claiming a fixed slope

The negative sign indicates negative linear co-movement under this model or dataset. Correlation −0.6 does not mean one asset falls exactly 0.6% whenever the other rises 1%. A regression slope depends on scale and a specified model.

Further references