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
Question 5
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 can use the Z-score formula:
Z=σX−μ
where:
X is the value of interest (16 hours)
μ is the mean (18 hours)
σ is the standard deviation (4 hours)
Calculating the Z-score:
Z=416−18=−0.5
Using the standard normal distribution table, we find:
P(Z>−0.5)=1−P(Z<−0.5)=1−0.3085=0.6914
Thus, the probability that a battery will last longer than 16 hours is approximately 0.6914.
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, the lifetime of the batteries used in Alice’s calculator must be considered. Each battery has a remaining life:
X′=L−16
We seek the probability that at least one battery lasts beyond the additional 4 hours needed:
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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To find the probability that her calculator won’t stop working:
Let’s denote:
X1,X2 as the lifetime of the selected new batteries
Then:
P(L>4∣L>16)=P(L>20∣L>16)2×P(L>20∣L>16)
From previous calculations,
P(L>4)≡0.99776⇒P(L>20∣L>16)≈0.44621
Thus, the probability that the calculator will not stop working for the remaining exams:
0.199 to 3 significant figures.
Step 4
Stating your hypotheses clearly and using a 5% level of significance, test Alice's belief.
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Answer
We test:
Null Hypothesis: H0:μ≤18 (the mean lifetime is 18 hours or less)
Alternative Hypothesis: Ha:μ>18 (the mean lifetime is more than 18 hours)
Using a one-sample Z-test:
Z=σ/nXˉ−μ0
where:
Xˉ=19.2 (sample mean)
μ0=18 (hypothesized mean)
$\sigma = ext{ Standard deviation} ext{ (assumed)}
n=20.
Calculating:
Z=4/2019.2−18=0.89441.2≈1.34
At a 5% significance level, the critical Z-value is approximately 1.645. Since 1.34<1.645, we do not reject the null hypothesis. There is insufficient evidence to support Alice's belief that the mean lifetime is more than 18 hours.