Photo AI

The heights of an adult female population are normally distributed with mean 162 cm and standard deviation 7.5 cm - Edexcel - A-Level Maths Statistics - Question 7 - 2012 - Paper 2

Question icon

Question 7

The-heights-of-an-adult-female-population-are-normally-distributed-with-mean-162-cm-and-standard-deviation-7.5-cm-Edexcel-A-Level Maths Statistics-Question 7-2012-Paper 2.png

The heights of an adult female population are normally distributed with mean 162 cm and standard deviation 7.5 cm. (a) Find the probability that a randomly chosen a... show full transcript

Worked Solution & Example Answer:The heights of an adult female population are normally distributed with mean 162 cm and standard deviation 7.5 cm - Edexcel - A-Level Maths Statistics - Question 7 - 2012 - Paper 2

Step 1

Find the probability that a randomly chosen adult female is taller than 150 cm.

96%

114 rated

Answer

To find this probability, we need to standardize the height using the z-score formula:

z=Xμσz = \frac{X - \mu}{\sigma}

Where:

  • XX is the value (150 cm)
  • μ\mu is the mean (162 cm)
  • σ\sigma is the standard deviation (7.5 cm)

Calculating the z-score:

z=1501627.5=127.5=1.6z = \frac{150 - 162}{7.5} = \frac{-12}{7.5} = -1.6

Using the z-table, we find the probability corresponding to z=1.6z = -1.6:

P(Z<1.6)0.0548P(Z < -1.6) \approx 0.0548

Therefore, the probability that a randomly chosen adult female is taller than 150 cm is:

P(Z>1.6)=1P(Z<1.6)10.0548=0.9452P(Z > -1.6) = 1 - P(Z < -1.6) \approx 1 - 0.0548 = 0.9452

Thus, the probability is approximately 0.9452.

Step 2

Assuming that Sarah remains at the 60th percentile, estimate her height as an adult.

99%

104 rated

Answer

For a normally distributed population, the height at the 60th percentile can be calculated using the mean and standard deviation:

The z-score for the 60th percentile is approximately 0.253. Now, using the inverse z-score formula for height:

X=μ+zσX = \mu + z \cdot \sigma

Where:

  • μ=162\mu = 162 cm (mean height)
  • σ=7.5\sigma = 7.5 cm (standard deviation)
  • z0.253z \approx 0.253

Calculating Sarah's estimated height:

X=162+0.2537.5162+1.8975163.9X = 162 + 0.253 \cdot 7.5 \approx 162 + 1.8975 \approx 163.9

Thus, Sarah's estimated height as an adult is approximately 163.9 cm.

Step 3

find the mean height of an adult male.

96%

101 rated

Answer

Given that 90% of adult males are taller than the mean height of adult females, we can say:

P(X>mean height of adult females)=0.90P(X > \text{mean height of adult females}) = 0.90

This means the mean height of adult females corresponds to the 10th percentile of the male height distribution. Using the z-score corresponding to the 10%:

The z-score for the 10th percentile is approximately -1.28. Hence, using the standard deviation for males (σ=9.0\sigma = 9.0 cm):

Let MM be the mean height of adult males, then we can express:

z=XMσ1.28=mean height of adult femalesM9z = \frac{X - M}{\sigma} \rightarrow -1.28 = \frac{\text{mean height of adult females} - M}{9}

We already know from part (a) that the mean height of adult females is 162 cm:

1.28=162M9-1.28 = \frac{162 - M}{9}

Solving for MM:

1.289=162M11.52=162MM=162+11.52=173.52-1.28 \cdot 9 = 162 - M \rightarrow -11.52 = 162 - M \rightarrow M = 162 + 11.52 = 173.52

Thus, the mean height of an adult male is approximately 173.52 cm.

Join the A-Level students using SimpleStudy...

97% of Students

Report Improved Results

98% of Students

Recommend to friends

100,000+

Students Supported

1 Million+

Questions answered

;