Variance >= 0 always. Variance = 0 iff all observations are equal. For n observations in range [a,b]: variance <= (b-a)^2/4. This upper bound occurs when half the observations are a and half are b. These facts are useful for MCQ elimination in JEE — if a computed variance is negative, there's a calculation error.