In: Statistics and Probability
In a certain distribution of numbers, the mean is 60, with a standard deviation of 5. Use Chebyshev's Theorem to tell what percent of the numbers are less than 50 or more than 70.
Solution:
Given, the distribution have
mean
= 60 and SD
= 5
According to Chebyshevs Theorem ,
P[(
- k
)
< X < (
+ k
)
] =
Here , observe that
50 = 60 - (2 * 5) = (
- 2
)
70 = 60 + (2 * 5) = (
- 2
)
So , k = 2
P(Between
50 and 70)
= P[ (
- 2
)
< X (
+ 2
)]
=
= 1 - [1/4]
= 3/4
= 0.75
Now ,
P[ less than 50 or more than 70 ]
= P[X < 50 OR X > 70]
= 1 - { P[Between 50 and 70] }
= 1 - 0.75
= 0.25
= 25%
Answer : 25% of the numbers are less than 50 or more than 70.