If N variables are normally distributed with the same mean and standard deviation, the true variance in the means among the N variables is zero. However, if the mean of each N_i is estimated from n samples, the estimated variance in the means among the N variables will be non-zero. What will the estimated variance be?

Thanks for your answers.