Steply

Test the claim p > 0.75: 400 of 500 recommend it, 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 500, 400 recommend it: at the 1% level, is the true proportion more than 0.75?

p > 0.75? 400 of 500 recommend it, α = 0.01

1 Write the hypotheses

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

Here: the proportion is 0.75.

H0 : p = 0.75

Hₐ is what we want to show.

Here: the proportion is more than 0.75.

Ha : p > 0.75

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.

500 times 0.75 is 375.

500 times 0.25 is 125.

Both are big enough.

= n × p0 = 500 × 0.75 = 375, n × q0 = 500 × 0.25 = 125

3 The test number

p prime, the sample's part: 400 divided by 500 is 0.8.

p′ = 400500 = 0.8

The SD uses p zero from H zero: 0.75 times 0.25, over 500, then the square root.

About 0.0194.

SD = √p0 q0n = √0.75 × 0.25500 ≈ 0.0194

Careful!

We act as if H zero is true.

So the SD uses 0.75, not 0.8.

Careful: in the SD: p0 = 0.75, not p′ = 0.8

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

0.8 minus 0.75 is 0.05.

Divided by 0.0194: about 2.58.

z = p′ − p0SD = 0.8 − 0.750.0194 ≈ 2.58

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: 0.75 in the middle, our sample at z = 2.58.

We shade the right end, from our z up.

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

Row 2.5, column .08.

For z = 2.58: the row 2.5 and the column .08 meet at 0.9951.

The right end is 1 minus 0.9951: 0.0049.

p-value = 1 − 0.9951 = 0.0049

5 Decide

The p-value, 0.0049, is less than alpha, 0.01.

Our sample would be rare if H zero were true.

So we reject H zero.

= p-value 0.0049 < 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 0.75.

the proportion is more than 0.75.

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 2.58: past the cut-off.

The same decision.

So it is right!

z = 2.58 > 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 0.0049 < α = 0.01 → reject H0

Your turn

Try this one yourself, then check:

p > 0.6? 138 of 200 recommend it, α = 0.01
Show the answer
reject H0

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