Steply

Test the claim mean > 120: sample mean 124, sd 15, n 30, alpha 0.05

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

Step by step

The question

Question: a sample of 30 has mean 124, and the SD of all the numbers is 15: at the 5% level, is the true mean more than 120?

μ > 120? x̄ = 124, σ = 15, n = 30, α = 0.05

Alpha, 0.05, is the level: a sample rarer than 5% counts as too rare.

α = 0.05: the level, how rare is too rare

1 Write the hypotheses

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

Here: the mean is 120.

H0 : μ = 120

Hₐ is what we want to show.

Here: the mean is more than 120.

Ha : μ > 120

More than means only the right end counts.

One tail.

one tail: the right end

2 The test number

We act as if H zero is true: the mean is 120.

How far is our sample mean from it?

as if H0 is true: μ = 120

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

15 over the square root of 30 is about 2.7386.

σ√n = 15√30 = ≈ 2.7386

z is the sample mean minus 120, over 2.7386.

124 minus 120 is 4.

Divided by 2.7386: about 1.46.

z = x̄ − μ0SD = 124 − 1202.7386 = 42.7386 ≈ 1.46

3 The p-value

The p-value is the chance of getting a sample this far out, if H zero is true.

p-value: the chance of a sample this far out, if H0 is true

On the bell of H zero: 120 in the middle, our sample at z = 1.46.

We shade the right end, from our z up.

The z-table gives the area to the left of z.

Row 1.4, column .06.

For z = 1.46: the row 1.4 and the column .06 meet at 0.9279.

Careful!

0.9279 is the area to the left.

The p-value is the end past our z.

Careful: not p-value = 0.9279 ✗

The right end is 1 minus 0.9279: 0.0721.

p-value = 1 − 0.9279 = 0.0721

4 Decide

The p-value, 0.0721, is more than alpha, 0.05.

Our sample is not rare enough.

So we do not reject H zero.

= p-value 0.0721 > α = 0.05 → do not reject H0

5 Say it in words

At the 5% level, there is not enough evidence that

In words: at the 5% level, there is not enough evidence that the mean is more than 120.

the mean is more than 120.

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 the other way, with the cut-off.

0.05 in the right end gives the cut-off 1.645.

0.05 in one end: cut-off 1.645

z is 1.46: not past the cut-off.

The same decision.

So it is right!

z = 1.46 < 1.645: not past it, do not reject

Let's look back.

First: write the hypotheses.

Then: the test number.

Then: the p-value.

Then: decide.

Then: say it in words.

Last: check.

Answer
= p-value 0.0721 > α = 0.05 → do not reject H0

Your turn

Try this one yourself, then check:

Test μ > 160: x̄ = 168, σ = 30, n = 30, α = 0.05
Show the answer
do not reject H0

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