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The lifetime, L hours, of a battery has a normal distribution with mean 18 hours and standard deviation 4 hours - Edexcel - A-Level Maths Statistics - Question 5 - 2018 - Paper 2

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The lifetime, L hours, of a battery has a normal distribution with mean 18 hours and standard deviation 4 hours. Alice's calculator requires 4 batteries and will st... show full transcript

Worked Solution & Example Answer:The lifetime, L hours, of a battery has a normal distribution with mean 18 hours and standard deviation 4 hours - Edexcel - A-Level Maths Statistics - Question 5 - 2018 - Paper 2

Step 1

Find the probability that a randomly selected battery will last for longer than 16 hours.

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Answer

To find this probability, we first standardize the variable using the Z-score formula:

Z=XμσZ = \frac{X - \mu}{\sigma}

where μ=18\mu = 18 and σ=4\sigma = 4. Setting X=16X = 16, we calculate:

Z=16184=0.5Z = \frac{16 - 18}{4} = -0.5

Now, we find the corresponding probability:

P(L>16)=P(Z>0.5)=1P(Z0.5)0.691.P(L > 16) = P(Z > -0.5) = 1 - P(Z \leq -0.5) \approx 0.691.

Thus, the probability is approximately 0.691.

Step 2

Find the probability that her calculator will not stop working for Alice's remaining exams.

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Answer

After 16 hours, Alice has 4 batteries that have already been used. The probability that a battery lasts longer than 20 hours can be found using the Z-score again:

Z=20184=0.5Z = \frac{20 - 18}{4} = 0.5

Thus,

P(L>20)=P(Z>0.5)0.308537.P(L > 20) = P(Z > 0.5) \approx 0.308537.

Now, since she has 4 batteries, the probability that none of them fail is:

P(L>20)4=(0.308537)40.036.P(L > 20)^4 = (0.308537)^4 \approx 0.036.

Therefore, the probability that her calculator will not stop working for the remaining exams is approximately 0.036.

Step 3

Show that the probability that her calculator will not stop working for the remainder of her exams is 0.199 to 3 significant figures.

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Answer

After the first 16 hours, the situation changes as she replaces 2 batteries. The calculation involves the probabilities of the new set of batteries:

From the 2 batteries, the probability they both last longer than 4 hours must be calculated:

P(L>4)=1P(L4)P(L > 4) = 1 - P(L \leq 4)

Calculate this, and considering the 2 batteries:

P(L>4)P(L>20L>16)=(0.99976)(0.44621)20.199.P(L > 4) * P(L > 20 | L > 16) = (0.99976) * (0.44621)^2 \approx 0.199.

Step 4

Stating your hypotheses clearly and using a 5% level of significance, test Alice's belief.

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Answer

Let the null hypothesis be: H0:μ18H_0: \mu \leq 18 And the alternative hypothesis: H1:μ>18H_1: \mu > 18

Using a sample size of 20 and a sample mean of 19.2 hours, we compute the test statistic: Z=Xˉμ0σ/n=19.2184/202.607.Z = \frac{\bar{X} - \mu_0}{\sigma / \sqrt{n}} = \frac{19.2 - 18}{4 / \sqrt{20}} \approx 2.607.

The critical value for a one-tailed test at the 5% significance level is approximately 1.645. Since Z>1.645Z > 1.645, we reject the null hypothesis, supporting Alice's belief that the mean lifetime is greater than 18 hours.

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