In: Statistics and Probability
Question 1
In a survey of the population of employed workers in the UK, respondents are asked how many hours they usually work per week in their main job. The average of the responses is 25 hours, with a standard deviation of 8 hours. Suppose that working hours in the population follow a normal distribution with these values of the mean and standard deviation.
From the given information
X=number of hours workers usually work per week
X follows Normal distribution with
Mean = 25 hours
Standard deviation = 8 hours
We know that
Z=(x-mean) /standard deviation
Follows standard normal distribution.
A)
p( 22 < x < 35) * 100
=* 100
=p(-0.375 < z < 1.25) * 100
=(p(z < 1.25) - p(z < - 0.375))*100
=(0. 8944 - 0.3538)*100
=54.6 %
B)
Let The middle 70% observations are between a and b such that
P(a < x < b) = 0.7
Using symmetry of normal distribution we can write
2*p(x < a) =2*p(x > b) = 0.3
2*p(x < a) = 0.3
P(x < a) =0.15
P( z < (a-25)/8) = 0.15
Using standard normal table
(a-25)/8 = - 1.04
That gives
a = 16.68
lly for b
P( x > b) = 0.15
P( z > (b-25)/8)= 0.15
(b-25)/8 = 1.04
b= 33.32
C)
Let 22% of worker have longer working time than t hours such that
P( x > t) = 0.22
P( z > (t-25)/8))=0.22
Using standard normal table
(t - 25)/8 = 0.7722
That gives
t =31.1776 hours
D)
Let m be the working hours such that only 35% of workers work that or less than that of hours pre week
Such that
P( x < m) = 0.35
P( z < (m-25)/8) = 0.35
Using standard normal distribution table
(m - 25)/8 = - 0.3853
That gives
m = 21.9176 hours