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Question: If the heights of 300 students are normally distributed with mean 64.5 inches and standard deviation...

If the heights of 300 students are normally distributed with mean 64.5 inches and standard deviation of 3.3 inches. Find the height below which 990/099{\scriptstyle{}^{0}/{}_{0}} of students lie.

Explanation

Solution

For solving this problem we use the concept of normal distribution which includes Z – scores. For a normal distribution we take Z=XMσZ=\dfrac{X-M}{\sigma } where MM is mean, σ\sigma is mean deviation and XX is some height corresponding to ZZ . We need to find the height below 990/099{\scriptstyle{}^{0}/{}_{0}} of students which can be considered as 0.99 probability. We have one standard table of values of ZZ corresponding to probabilities. By using the table we find the value of XX for corresponding ZZ .

ProbabilityZ
0.802.41
0.822.40
0.842.39
0.872.38
0.892.37
0.912.36
0.942.35
0.962.34
0.992.33
1.02.32

Complete step-by-step answer:
We are given that the mean of data is 64.5 inches and mean deviation is 3.3 inches.
Let us assume that the values of mean and mean deviations as
σ=3.3\sigma =3.3
M=64.5M=64.5
We are asked to find height below which 990/099{\scriptstyle{}^{0}/{}_{0}} of students lie.
So, the probability is 0.99. So, for some height X1{{X}_{1}} having 0.99 probability, we can write
P(X<X1)=0.99P\left( X<{{X}_{1}} \right)=0.99
We know that for normal distributed data, we take the formula of Z – scores as Z=XMσZ=\dfrac{X-M}{\sigma } where MM is mean, σ\sigma is mean deviation and XX is some height corresponding to ZZ .
For some height X1{{X}_{1}} having 0.99 probability, we can write
Z=X1Mσ.....equation(i)\Rightarrow Z=\dfrac{{{X}_{1}}-M}{\sigma }.....equation(i)
We know that from the table the value of ZZ corresponding to 0.99 probability is 2.33.
By substituting the required values in equation (i) we get

& \Rightarrow 2.33=\dfrac{{{X}_{1}}-64.5}{3.3} \\\ & \Rightarrow {{X}_{1}}=64.5+\left( 2.33\times 3.3 \right) \\\ & \Rightarrow {{X}_{1}}=72.189\simeq 72.2 \\\ \end{aligned}$$ Therefore, the height below which $$99{\scriptstyle{}^{0}/{}_{0}}$$ of students lies is 72.2 inches. **Note:** Students may make mistakes by not remembering the table of Z – scores. It is the standard table which needs to be remembered for normal distribution of data. There may be a continuation question to the above question that is to find the number of students lying below $$99{\scriptstyle{}^{0}/{}_{0}}$$ . To find the number of students we use the formula $$B=P\times N$$ Here, $$B$$ is number of students lie below $$99{\scriptstyle{}^{0}/{}_{0}}$$ $$P$$ is the probability given as 0.99 $$N$$ is the total number of students given as 300. By substituting these values in above formula we get $$\begin{aligned} & \Rightarrow B=0.99\times 300 \\\ & \Rightarrow B=198 \\\ \end{aligned}$$ Therefore, we can say 198 students have height less than $$99{\scriptstyle{}^{0}/{}_{0}}$$ that is 72.2 inches.