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A variable is normally distributed with mean 6and standard deviation 2.

Part (a): Determine and interpret the quartiles of the variable.

Part (b) Obtain and interpret the 85thpercentile.

Part (c) Find the value that 65%of all possible values of the variable exceed.

Part (d) Find the two values that divide the area under the corresponding normal curve into a middle area of 0.95and two outside areas of 0.025. Interpret your answer.

Short Answer

Expert verified

Part (a): A quarter of all observations are less than 4.66, half of all observations are less than 6, and seventy per cent of all observations are less than 7.34.

Part (b):85%of all observations are smaller than 8.08.

Part (c): The value that 65%of all possible values of the variable exceeds is 5.22.

Part (d):95%of all observations are between 2.08and 9.92.

Step by step solution

01

Part (a) Step 1: Given information

The mean is 6and standard deviation is 2.

02

Part (a) Step 2: Determine the quartiles of the variable.

Sketch a normal curve usingμ=6,σ=2

The z-score of the random variable x is z=x-μσ.

The data is divided into four equal sections by the quartiles. The areas below the first, second, and third quartiles have proportions of 0.25,0.5and 0.75, respectively.

The z-scores for the proportions 0.25,0.5, and0.75are -0.67,0,and 0.67, respectively, according to Table II in Appendix A.

On finding the quartiles,

z=x-μσ⇒zσ=x-μ⇒x=μ+zσ

First quartile,

Q1=6+(-0.67)×2

=4.66

Second quartile,

Q2=6+(0)×2

=6

Third quartile,

Q3=6+(0.67)×2

=7.34

On interpreting, a25%of all observations are less than 4.66, 50%of all observations are less than 6, and of all observations are less than 7.34.

03

Part (b) Step 1: Interpret the 85th percentile.

The data is divided into a hundred equal pieces using the percentiles. The area below the 85thpercentile has a proportion of 0.85.

The z-score for the proportion 0.85is 1.04, according to Table II in Appendix A.

Find the 85thpercentile,

x=μ+zσ

⇒P2=6+(1.04)×2

=8.08.

On interpreting, we can say, a quarter of all observations are less than 4.66, half of all observations are less than 6and seventy per cent of all observations are less than7.34.

04

Part (c) Step 1: Find the possible value that 65% of all possible values of the variable exceed.

The z-score corresponding to a proportion in Table II of Appendix A is -0.39is given below,

1-0.65=0.35

x=μ+zσ

⇒x=6+(-0.39)×2

=5.22

On interpreting the value that 65%of all possible values of the variable exceeds is 5.22.

05

Part (d) Step 1: Find the two values.

From Table II in the Appendix A, the z-scores corresponding to the proportions of areas below 0.025, and 0.95are -1.96, and 1.96respectively.

x=μ+zσ

⇒x1=6+(-1.96)×2

=2.08

x2=6+(1.96)×2

=9.92

On interpreting, we get,95%of all observation are between 2.08and 9.92.

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