Past exam of the mathematics course of the University of Cambridge / 2018 / iii / Paper 219 / 1 / iv / Solution

Equal variances make every weight $1/N$, so the inverse-variance weighted mean reduces to the arithmetic mean. Independence givesThus the variance scales as $N^{-1}$, whereas the uncertainty expressed as a standard deviation scales as $N^{-1/2}$.