Steply

Test the claim mean < 80: sample mean 77, sample sd 6, n 16, 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 16 has mean 77 and SD 6: at the 1% level, is the true mean less than 80?

μ < 80? x̄ = 77, s = 6, n = 16, 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 80.

H0 : μ = 80

Hₐ is what we want to show.

Here: the mean is less than 80.

Ha : μ < 80

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 16 is 4.

6/4 is 1.5.

s√n = 6√16 = 64 = 1.5

t is the sample mean minus 80, over 1.5.

77 minus 80 is −3.

Divided by 1.5: −2.

t = x̄ − μ0SD = 77 − 801.5 = −31.5 = −2

3 The cut-off

The t-table needs df: n minus 1, 15.

df = n − 1 = 16 − 1 = 15

Careful!

df is 16 minus 1: 15.

Careful: not df = 16 ✗

One tail: 0.01 in one end.

Row 15, column 0.01.

Row 15, column .01: t* = 2.602.

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, is not past the cut-off.

So we do not reject H zero.

= t = −2 > −2.602 → do not reject H0

5 Say it in words

At the 1% level, there is not enough evidence that

In words: at the 1% level, there is not enough evidence that the mean is less than 80.

the mean is less than 80.

This does not prove H zero is true.

We just cannot rule it out.

not rejecting H0 does not prove H0

6 Check

Let's check with the sample mean itself.

The cut-off for it is 80 minus 2.602 times 1.5: 76.097.

cut-off for the sample mean: 80 − 2.602 × 1.5 = 76.097

The sample mean, 77, is not past it.

The same decision.

So it is right!

77: not past it, do not 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 > −2.602 → do not reject H0

Your turn

Try this one yourself, then check:

Test μ < 100: x̄ = 98.5, s = 3, n = 16, α = 0.01
Show the answer
do not reject H0

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