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Confidence intervals for a Normal meanEdexcel A-Level Further Maths: Flashcards

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What is a confidence interval?

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What is a confidence interval?
A range of values, calculated from a sample, that is likely to contain the unknown population parameter.
Formula for a confidence interval for a Normal mean (σ\sigma known)?
xˉ±z σn\bar x\pm z\,\frac{\sigma}{\sqrt n}
Standard error of the sample mean?
σn\frac{\sigma}{\sqrt n}
zz for a 90%90\% confidence interval?
1.6451.645
zz for a 95%95\% confidence interval?
1.961.96
zz for a 99%99\% confidence interval?
2.5762.576
Correct meaning of a 95%95\% confidence interval?
If many samples were taken and an interval found from each in the same way, about 95%95\% of the intervals would contain μ\mu.
Why is it wrong to say there is a 95% probability that μ\mu is in this interval?
Once calculated, the interval is fixed and μ\mu is a fixed number; the 95%95\% refers to the method over repeated samples.
Width of the interval?
2zσn2z\frac{\sigma}{\sqrt n}
How do you find the minimum nn for a given maximum width ww?
Solve 2zσn≤w2z\frac{\sigma}{\sqrt n}\le w for nn and round up.
What happens to the width when the confidence level rises?
It increases, because zz is larger.
How is the width changed by quadrupling nn?
It is halved.
What does a 95%95\% confidence interval correspond to in a hypothesis test?
The values of μ\mu not rejected by a two-tailed test at the 5%5\% level.
A claimed mean lies outside the 99%99\% interval. Conclusion?
Reject H0H_0 at the 1%1\% significance level (two-tailed): there is evidence the mean differs from the claim.

Exam questions on Confidence intervals for a Normal mean

  1. The mass of a packet of flour, in grams, is Normally distributed with standard deviation 66. A random sample of 2525 packets has mean mass 503.2503.2 g.
    The label says the mean mass is 500500 g. Use your interval from part (b) to comment on this claim, explaining the link with a hypothesis test.2 marks
  2. A random sample of 3636 observations is taken from a Normal distribution with standard deviation 2.42.4. The sample mean is 13.013.0.
    The sample size is to be increased so that the width of the 90%90\% confidence interval is at most 0.80.8. Find the smallest sample size required.2 marks
  3. The time of one machine cycle, in seconds, is Normally distributed with standard deviation 0.50.5. The mean of a random sample of 4040 cycles is 12.8412.84 s.
    Calculate a 99%99\% confidence interval for the mean cycle time.3 marks
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Written by the Exaim team, led by Shaun Daswani (Head of Upper Secondary, Improve ME Institute; MSc Financial Mathematics, Imperial College London; BSc, UCL) and Jason Daswani (operational lead, Improve ME Institute; LSE).