) In a study of families with children with disabilities, group of 5 US households were randomly selected. In the table below, the random variable x represents the number of households among 6 that had a child with a disability living there. x P(x) 0 0.02 1 0.15 2 0.29 3 0.31 4 0.23 a) Is this a probability distribution? b) What is the mean? c) What is the standard deviation?
Solution:
Part a
We are given the following probability distribution.
X |
P(X) |
0 |
0.02 |
1 |
0.15 |
2 |
0.29 |
3 |
0.31 |
4 |
0.23 |
Total |
1 |
For above distribution, the sum of probabilities is 1, so given distribution is a probability distribution.
Part b
Mean = ∑XP(X)
X |
P(X) |
XP(X) |
0 |
0.02 |
0 |
1 |
0.15 |
0.15 |
2 |
0.29 |
0.58 |
3 |
0.31 |
0.93 |
4 |
0.23 |
0.92 |
Total |
1 |
2.58 |
Mean = 2.58
Part c
Standard deviation = Sqrt[∑P(X)(X – mean)^2]
X |
P(X) |
XP(X) |
P(X)(X - mean)^2 |
0 |
0.02 |
0 |
0.133128 |
1 |
0.15 |
0.15 |
0.37446 |
2 |
0.29 |
0.58 |
0.097556 |
3 |
0.31 |
0.93 |
0.054684 |
4 |
0.23 |
0.92 |
0.463772 |
Total |
1 |
2.58 |
1.1236 |
Standard deviation = Sqrt(1.1236) = 1.06
Standard deviation = 1.06
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