Why does the variance need to depend on the mean?
Why do we need to know the deviations from the mean to compute the variance?
What is the logic behind this? Why not use any other data point like the median or mode or anything else? What if the mean is already skewed as it’s pulled by an extreme outlier?
When it comes to the general spread, even beyond the variance, why use the mean when the mean itself is unreliable with outliers?