Steply

Test the claim p != 0.65: 300 of 500 agree, alpha 0.05

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, 300 agree: at the 5% level, is the true proportion different from 0.65?

p ≠ 0.65? 300 of 500 agree, α = 0.05

1 Write the hypotheses

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

Here: the proportion is 0.65.

H0 : p = 0.65

Hₐ is what we want to show.

Here: the proportion is different from 0.65.

Ha : p ≠ 0.65

Different from means too big or too small: both ends of the bell count.

Two tails.

two tails: far on either side counts

2 Big enough for the bell

The bell works if both counts are at least 5.

500 times 0.65 is 325.

500 times 0.35 is 175.

Both are big enough.

= n × p0 = 500 × 0.65 = 325, n × q0 = 500 × 0.35 = 175

3 The test number

p prime, the sample's part: 300 divided by 500 is 0.6.

p′ = 300500 = 0.6

The SD uses p zero from H zero: 0.65 times 0.35, over 500, then the square root.

About 0.0213.

SD = √p0 q0n = √0.65 × 0.35500 ≈ 0.0213

Careful!

We act as if H zero is true.

So the SD uses 0.65, not 0.6.

Careful: in the SD: p0 = 0.65, not p′ = 0.6

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

0.6 minus 0.65 is −0.05.

Divided by 0.0213: about −2.34.

z = p′ − p0SD = 0.6 − 0.650.0213 ≈ −2.34

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: 0.65 in the middle, our sample at z = −2.34.

Two tails: we shade both ends, as far out as our sample or more.

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

Row −2.3, column .04.

For z = −2.34: the row −2.3 and the column .04 meet at 0.0096.

One end is 0.0096.

Two ends: 2 times that is 0.0192.

p-value = 2 × 0.0096 = 0.0192

5 Decide

The p-value, 0.0192, is less than alpha, 0.05.

Our sample would be rare if H zero were true.

So we reject H zero.

= p-value 0.0192 < α = 0.05 → reject H0

6 Say it in words

At the 5% level, there is enough evidence that

In words: at the 5% level, there is enough evidence that the proportion is different from 0.65.

the proportion is different from 0.65.

7 Check

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

0.05 split into two ends gives the cut-offs plus and minus 1.96.

0.05 in two ends: cut-offs ±1.96

z is −2.34: past the cut-off.

The same decision.

So it is right!

z = |−2.34| > 1.96: 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 0.0192 < α = 0.05 → reject H0

Your turn

Try this one yourself, then check:

p ≠ 0.2? 27 of 200 agree, α = 0.05
Show the answer
reject H0

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