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.