Steply

Test the claim mean < 45: sample mean 43.8, sample sd 2.4, n 25…

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 43.8 and SD 2.4: at the 1% level, is the true mean less than 45?

μ < 45? x̄ = 43.8, s = 2.4, n = 25, α = 0.01

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 45.

H0 : μ = 45

Hₐ is what we want to show.

Here: the mean is less than 45.

Ha : μ < 45

Less than means only the left end counts.

One tail.

one tail: the left end

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.

2.4/5 is 0.48.

s√n = 2.4√25 = 2.45 = 0.48

t is the sample mean minus 45, over 0.48.

43.8 minus 45 is −1.2.

Divided by 0.48: −2.5.

t = x̄ − μ0SD = 43.8 − 450.48 = −1.20.48 = −2.5

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 ✗

One tail: 0.01 in one end.

Row 24, column 0.01.

Row 24, column .01: t* = 2.492.

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

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

4 Decide

Our t, −2.5, is past the cut-off: in the reject part.

So we reject H zero.

= t = −2.5 < −2.492 → reject H0

5 Say it in words

At the 1% level, there is enough evidence that

In words: at the 1% level, there is enough evidence that the mean is less than 45.

the mean is less than 45.

6 Check

Let's check with the sample mean itself.

The cut-off for it is 45 minus 2.492 times 0.48: 43.8038.

cut-off for the sample mean: 45 − 2.492 × 0.48 = 43.8038

The sample mean, 43.8, is past it.

The same decision.

So it is right!

43.8: 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 = −2.5 < −2.492 → reject H0

Your turn

Try this one yourself, then check:

Test μ < 60: x̄ = 56.4, s = 7.2, n = 25, α = 0.01
Show the answer
reject H0

More from Hypothesis test with t

The whole lesson: Hypothesis test with t →