Question

Difficulty: HardMeasures of Dispersion

The set of numbers k2k - 2, kk, k+1k + 1, and k+5k + 5 is given, where kk is any real constant. What is the variance of this set of numbers?

Answer: 6.5

Answer

The variance of the given set of numbers is 6.5.
The mean of the set is xˉ=k+1\bar{x} = k + 1. Subtracting the mean from each data point gives deviations of 3-3, 1-1, 00, and 44. The squares of these deviations are 99, 11, 00, and 1616, which sum to 2626. Dividing this sum by 44 gives a variance of 6.56.5. A key statistical property illustrated here is that adding or subtracting a constant kk from every value in a dataset shifts the mean by kk but leaves measures of dispersion (such as variance and standard deviation) unchanged.

Step-by-Step Solution

1
Find the mean (\bar{x}) of the given set {k - 2, k, k + 1, k + 5}.
\bar{x} = \frac{(k - 2) + k + (k + 1) + (k + 5)}{4} = \frac{4k + 4}{4} = k + 1
The mean is calculated by summing all values and dividing by the total count of numbers.
2
Determine the deviation of each value from the mean, (x_i - \bar{x}).
(k - 2) - (k + 1) = -3, k - (k + 1) = -1, (k + 1) - (k + 1) = 0, (k + 5) - (k + 1) = 4
Deviations measure how far each data value lies from the mean.
3
Square each individual deviation and sum the results.
(-3)^2 + (-1)^2 + 0^2 + 4^2 = 9 + 1 + 0 + 16 = 26
Squaring converts all deviations into non-negative values.
4
Divide the sum of squared deviations by the total number of observations (N = 4) to find the variance.
Variance=264=6.5\text{Variance} = \frac{26}{4} = 6.5
Variance is defined as the arithmetic mean of the squared deviations from the mean.

Key Concept

Variance and Invariance under Constant Translation
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