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A variable is normally distributed with mean 10and standard deviation 3.

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

Part (b): Obtain and interpret the seventh percentile.

Part (c): Find the value that 35%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 0.99and two outside areas of 0.005. Interpret your answer.

Short Answer

Expert verified

Part (a): The first percentile is 7.98. Therefore,25%of the x-values below 7.98and 75%values above 7.98.

The second percentile is 10. Therefore, 50%of the x-values below 10and 50%values above 10.

The third percentile is 12.02. Therefore, 75% of the x-values below 12.02and localid="1652465255116" 25%values above 12.02.

Part (b): localid="1652464320333" 70%of the x-values below 11.57and 30%values above 11.57.

Part (c): The value that 35%of all possible values of the variable exceed is 11.16.

Part (d): 99%of all observations are between2.27and17.73.

Step by step solution

01

Part (a) Step 1. Given information.

The given mean is 10and standard deviation is3.

02

Part (a) Step 2. Determine the first quartile of the variable.

Sketch a normal curve using μ=10,σ=3

Shade the region corresponding to first quartile or 25th percentile.


We need to find the z-score corresponding to P25is the one having an area of 0.25 to its left under the standard normal curve. From the normal distribution tables, the z-score is -0.67.

On finding the value of x,

x=μ+σz=10+3-0.67=7.98

On interpreting, we can say, 25% of the x-values below 7.98and 75%values above 7.98.

03

Part (a) Step 3. Determine the second quartile of the variable.

Shade the region corresponding to second quartile or 50th percentile.

We need to find the z-score corresponding to P50is the one having an area of 0.5 to its left under the standard normal curve. From the normal distribution tables, the z-score is 0.

On finding the value of x,

x=μ+σz=10+30=10

On interpreting, we can say, 50% of the x-values below 10and 50%values above10.

04

Part (a) Step 4. Determine the third quartile of the variable.

Shade the region corresponding to second quartile or 75th percentile.

We need to find the z-score corresponding to P75is the one having an area of 0.75 to its left under the standard normal curve. From the normal distribution tables, the z-score is 0.67.

On finding the value of x,

x=μ+σz=10+30.67=12.02

On interpreting, we can say,75%of the x-values below12.02andlocalid="1652465263979" 25%values above12.02.

05

Part (b) Step 1. Determine the seventh percentile.

Shade the region corresponding seventh percentile.

We need to find the z-score corresponding to P70is the one having an area of 0.52 to its left under the standard normal curve. From the normal distribution tables, the z-score is 0.52.

On finding the value of x,

x=μ+σz=10+30.52=11.57

On interpreting, we can say, 70% of the x-values below 11.57and 30%values above11.57.

06

Part (c) Step 1. Determine the value that 35% of all possible values of the variable exceed.

First, we find the z-score corresponding to P65is the one having an area of 0.39to its left under the standard normal curve. From the normal distribution tables, the z-score is 0.39.

On finding the value of x,

x=μ+σz=10+30.39=11.16

07

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

Shade the region corresponding to 0.5th percentile.

We need to find the z-score corresponding to P0.5is the one having an area of 0.005 to its left under the standard normal curve. From the normal distribution tables, the z-score is -2.576.

On finding the value of x,

x=μ+σz=10+3-2.576=2.27

08

Part (d) Step 2. Determine the 99.5th percentile of the variable.

Shade the region corresponding to second quartile or 99.5th percentile.

We need to find the z-score corresponding to P99.5is the one having an area of 0.995 to its left under the standard normal curve. From the normal distribution tables, the z-score is 2.576.

On finding the value of x,

x=μ+σz=10+32.576=17.73

On interpreting, we can say, 99%of all observations are between2.27and17.73.

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