In: Statistics and Probability
It is estimated that amounts of money spent on gasoline by customers at a gas station in Bristol, Englands, follow a normal distribution with a standard deviation of £3,4. It is also found that 5% of all the customers spent more than £30. What percentage of customers spent less than £25? (explain with steps)
Solution:
Given: The amounts of money spent on gasoline by customers at a gas station in Bristol, Englands, follow a normal distribution with a standard deviation of £3.4.
5% of all the customers spent more than £30.
that is:
P( X > 30) = 0.05
We have to find : P( X < 25) =..........?
Find mean of the distribution.
Since P( X > 30) = 0.05
find z value such that:
P( Z> z ) =0.05
that is:
P( Z < z ) = 1 -P( Z> z)
P( Z < z ) = 1 - 0.05
P( Z < z ) = 0.95
Look in z table for Area = 0.9500 or its closest area and find corresponding z value.
Area 0.9500 is in between 0.9495 and 0.9505 and both the area are at same distance from 0.9500
Thus we look for both area and find both z values
Thus Area 0.9495 corresponds to 1.64 and 0.9505 corresponds to 1.65
Thus average of both z values is : ( 1.64+1.65) / 2 = 1.645
Thus z = 1.645
Now use z score formula:
Now use this mean to find P( X < 25)
Find z score for x = 25
thus
P( X < 25) =P( Z< 0.17)
Look in z table for z = 0.1 and 0.07 and find corresponding area.
P( Z < 0.17 )= 0.5675
thus
P( X < 25) =P( Z< 0.17)
P( X < 25) = 0.5675