Can anyone help me with this problem.
In a large number group of children $55\%$ are under $60$cm height and $40\%$ are between $60$cm and $65$cm. Assuming a normal distribution find the mean and standard deviation of height.
Can anyone help me with this problem.
In a large number group of children $55\%$ are under $60$cm height and $40\%$ are between $60$cm and $65$cm. Assuming a normal distribution find the mean and standard deviation of height.
First, it is helpful to convert this into mathematical expressions.
We have:
$$P(X<60)=0.55$$
$$P(60 Where $X$ denotes the height.
We notice that:
$$P(X<65)=0.55+0.40=0.95$$
Hence, in words, $95\text{%}$ of children are under $65~\text{cm}$ of height. We use the formula for the $z$-score to solve simultaneously for $P(X<60)=0.55$ and $P(X<65)=0.55+0.40=0.95$: $$z=\frac{X-\mu}{\sigma} \tag{1}$$ Where $\mu$ is the mean and $\sigma$ is the standard deviation. Keep in mind that $Z\sim N(0,1)$. Hence, to find the $z$-scores, find the inverse normal of $0.55$ and $0.95$ under the distribution of $Z$. Hence, we have from equation $(1)$: $$\Phi^{-1}(0.55)=\frac{60-\mu}{\sigma}$$ $$\Phi^{-1}(0.95)=\frac{65-\mu}{\sigma}$$ $$0.125661\sigma+\mu=60$$
$$1.64485\sigma+\mu=65$$ Solving simultaneously, we obtain: $$\mu \approx 59.5864$$
$$\sigma \approx 3.29123$$