Steply

Test the claim p > 0.1: 32 of 200 are late, alpha 0.01

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

Step by step

The question

Question: in a sample of 200, 32 are late: at the 1% level, is the true proportion more than 0.1?

p > 0.1? 32 of 200 are late, α = 0.01

1 Write the hypotheses

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

Here: the proportion is 0.1.

H0 : p = 0.1

Hₐ is what we want to show.

Here: the proportion is more than 0.1.

Ha : p > 0.1

More than means only the right end counts.

One tail.

one tail: the right end

2 Big enough for the bell

The bell works if both counts are at least 5.

200 times 0.1 is 20.

200 times 0.9 is 180.

Both are big enough.

= n × p0 = 200 × 0.1 = 20, n × q0 = 200 × 0.9 = 180

3 The test number

p prime, the sample's part: 32 divided by 200 is 0.16.

p′ = 32200 = 0.16

The SD uses p zero from H zero: 0.1 times 0.9, over 200, then the square root.

About 0.0212.

SD = √p0 q0n = √0.1 × 0.9200 ≈ 0.0212

Careful!

We act as if H zero is true.

So the SD uses 0.1, not 0.16.

Careful: in the SD: p0 = 0.1, not p′ = 0.16

z is p prime minus p zero, over the SD.

0.16 minus 0.1 is 0.06.

Divided by 0.0212: about 2.83.

z = p′ − p0SD = 0.16 − 0.10.0212 ≈ 2.83

4 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: 0.1 in the middle, our sample at z = 2.83.

We shade the right end, from our z up.

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

Row 2.8, column .03.

For z = 2.83: the row 2.8 and the column .03 meet at 0.9977.

The right end is 1 minus 0.9977: 0.0023.

p-value = 1 − 0.9977 = 0.0023

5 Decide

The p-value, 0.0023, is less than alpha, 0.01.

Our sample would be rare if H zero were true.

So we reject H zero.

= p-value 0.0023 < α = 0.01 → reject H0

6 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 proportion is more than 0.1.

the proportion is more than 0.1.

7 Check

Let's check the other way, with the cut-off.

0.01 in the right end gives the cut-off 2.326.

0.01 in one end: cut-off 2.326

z is 2.83: past the cut-off.

The same decision.

So it is right!

z = 2.83 > 2.326: past the cut-off, reject

Let's look back.

First: write the hypotheses.

Then: big enough for the bell.

Then: the test number.

Then: the p-value.

Then: decide.

Then: say it in words.

Last: check.

Answer
= p-value 0.0023 < α = 0.01 → reject H0

Your turn

Try this one yourself, then check:

p > 0.3? 146 of 400 are late, α = 0.01
Show the answer
reject H0

More from Hypothesis test for a proportion

The whole lesson: Hypothesis test for a proportion →