Aggregation reduces the standard deviation of demand only if demand across the regions being aggregated is not perfectly positively correlated.

Standard Deviation

A measure of the dispersion or variation in a set of values, indicating how much the values deviate from the mean on average.

Perfectly Positively Correlated

A statistical term describing two variables that move in the same direction with a correlation coefficient of +1, indicating a perfect positive linear relationship.