It is?impossible?to find the?exact value?of the?population mean?when taking a sample
The mean of a sample is called a?point estimate
The best we can do is find an?interval?for which the?exact value is likely to lie
This is called the?confidence interval for the mean
The?confidence level?of a confidence interval is the?probability?that the?interval contains the population mean
Be careful with the wording – the population mean is a fixed value so it does not make sense to talk about the probability that it lies within an interval
Instead we talk about the probability of an interval containing the mean
Suppose samples were collected and a?95%?confidence interval for the population mean was constructed for each sample then for every 100 intervals we would?expect on average 95 of them to contain the mean
95 out of 100 is?not guaranteed?– it is possible that all of them could contain the mean
It is also possible (though?very unlikely) that none of them contains the mean
How do I find a confidence interval for the population mean (μ)?
You will be given data using a?sample from a population
The population will be?normally distributed
If not then the sample size should be large enough so you can use the?Central Limit Theorem
You will use the?interval functions?on your calculator
Use a?z-interval?if the?population variance?is?known?σ2
the standard deviation?σ?and the confidence level?α%
EITHER the raw data
Your GDC will give you the lower and upper bounds of the interval
It can be written as?a?<?μ?<?b
What affects the width of a confidence interval?
The?width?of a confidence interval is the?range of the values?in the interval
The?confidence level?affects the width
Increasing?the confidence level will?increase the width
Decreasing?the confidence level with?decrease the width
The?size of the sample?affects the width
Increasing?the sample size will?decrease the width
Decreasing?the sample size will?increase the width
How can I interpret a confidence interval?
After you have found a confidence interval for?μ?you might be expected to?comment on the claim?for a value of?μ
If the claimed value is?within?the confidence interval then there is?not enough evidence to reject the claim
Therefore the?claim is supported
If the claimed value is?outside?the interval then there is?sufficient evidence to?reject the claim
The value is?unlikely to be correct
Worked Example
Cara wants to check the mean weight of burgers sold by a butcher. The weights of the burgers are assumed to be normally distributed. Cara takes a random sample of 12 burgers and finds that the mean weight is 293 grams and the standard deviation of the sample is 5.5 grams.
a)Find a 95% confidence interval for the population mean, giving your answer to 4 significant figures.
b)The butcher claims the burgers weigh 300 grams. Comment on this claim with reference to the confidence interval.
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