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95% confidence interval: sample mean 40, sample sd 5, n 25

Step by step, with the reason for every step · Confidence interval with t · University Statistics

Step by step

The question

Question: a sample of 25 has mean 40 and SD 5: find the 95% confidence interval for the true mean.

95% interval for μ: x̄ = 40, s = 5, n = 25

x̄, the sample mean, is 40: the middle of our interval.

s is the SD of the sample: 5.

And n is 25.

x̄: the sample mean, the middle
s: the SD of the sample
n: the sample size

1 Why t

We do not know σ, the SD of all the numbers.

We only have s, the SD of the sample.

So we use t instead of z.

= σ not known: use s and t

The t curve is a bit wider than the bell.

It makes the interval a bit wider, to be safe.

t: a bit wider than z, to be safe

The t-table has a row for each df, the degrees of freedom: n minus 1.

25 minus 1 is 24.

df = n − 1 = 25 − 1 = 24

2 Find t*

95 percent of the bell is in the middle.

That leaves 5 percent: 2.5 percent in each end.

95% in the middle: 5% left over, 2.5% in each end

t* marks the cut between the middle and the ends.

In the t-table we take row 24 and the 95 percent column.

Row 24, column 95%: t* = 2.064.

t* = 2.064

Careful!

df is n minus 1: 24, not 25.

Careful: not df = 25 ✗

3 Error bound

The error bound: t* times s over the square root of n.

EBM = t* × s√n

The square root of 25 is 5.

5/5 is 1.

Times 2.064: 2.064.

EBM = 2.064 × 5√25 = 2.064 × 55 = 2.064

4 The interval

Take the error bound away from the middle: 40 minus 2.064 is 37.936.

= x̄ − EBM = 40 − 2.064 = 37.936

And add it: 40 plus 2.064 is 42.064.

= x̄ + EBM = 40 + 2.064 = 42.064

The 95 percent confidence interval is (37.936, 42.064).

= (37.936, 42.064)

5 Say it in words

In words: we are 95 percent confident that the true mean is between 37.936 and 42.064.

95% confident: 37.936 < μ < 42.064

6 Check

Let's check: the middle of the interval should be 40.

37.936 plus 42.064, divided by 2, is 40.

middle: (37.936 + 42.064) ÷ 2 = 40

Half the width should be the error bound: 42.064 minus 37.936, divided by 2, is 2.064.

So it is right!

half the width: (42.064 − 37.936) ÷ 2 = 2.064

Let's look back.

First: why t.

Then: find t*.

Then: error bound.

Then: the interval.

Then: say it in words.

Last: check.

Answer
= (37.936, 42.064)

Your turn

Try this one yourself, then check:

95% interval for μ: x̄ = 55, s = 5, n = 25
Show the answer
(52.936, 57.064)

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