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Test the claim mean != 40: sample mean 43, sample sd 5, n 25, alpha…

Step by step, with the reason for every step · Hypothesis test with t · University Statistics

Step by step

The question

Question: a sample of 25 has mean 43 and SD 5: at the 5% level, is the true mean different from 40?

μ ≠ 40? x̄ = 43, s = 5, n = 25, α = 0.05

We only know s, the SD of the sample.

So we use t, not z.

σ not known: we use s and t

1 Write the hypotheses

H₀ is the "nothing new" idea: it has the equal sign.

Here: the mean is 40.

H0 : μ = 40

Hₐ is what we want to show.

Here: the mean is different from 40.

Ha : μ ≠ 40

Different from means too big or too small: both ends of the bell count.

Two tails.

two tails: far on either side counts

2 The test number

First the SD of the sample means: s over the square root of n.

The square root of 25 is 5.

5/5 is 1.

s√n = 5√25 = 55 = 1

t is the sample mean minus 40, over 1.

43 minus 40 is 3.

Divided by 1: 3.

t = x̄ − μ0SD = 43 − 401 = 31 = 3

3 The cut-off

The t-table needs df: n minus 1, 24.

df = n − 1 = 25 − 1 = 24

Careful!

df is 25 minus 1: 24.

Careful: not df = 25 ✗

Two tails: 0.05 is split, 0.025 in each end.

Row 24, column 0.025.

Row 24, column .025: t* = 2.064.

The t curve, with the cut-offs and our t.

Past the cut-offs is the reject part: the rare samples.

4 Decide

Our t, 3, is past the cut-off: in the reject part.

So we reject H zero.

= |t| = 3 > 2.064 → reject H0

5 Say it in words

At the 5% level, there is enough evidence that

In words: at the 5% level, there is enough evidence that the mean is different from 40.

the mean is different from 40.

6 Check

Let's check with the sample mean itself.

The cut-off for it is 40 plus or minus 2.064 times 1: 37.936 and 42.064.

cut-off for the sample mean: 40 ± 2.064 × 1: 37.936 and 42.064

The sample mean, 43, is past it.

The same decision.

So it is right!

43: past it, reject

Let's look back.

First: write the hypotheses.

Then: the test number.

Then: the cut-off.

Then: decide.

Then: say it in words.

Last: check.

Answer
= |t| = 3 > 2.064 → reject H0

Your turn

Try this one yourself, then check:

Test μ ≠ 25: x̄ = 26.5, s = 2.5, n = 25, α = 0.05
Show the answer
reject H0

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