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Paired test: before 100, 104, 98, 102; after 103, 102, 101, 106; did…

Step by step, with the reason for every step · Paired samples · University Statistics

Step by step

The question

Question: the same 4 people are measured before and after: at the 5% level, did the scores change?

before: 100, 104, 98, 102; after: 103, 102, 101, 106

The same people are measured twice.

So we look at each person's change: one list of differences.

the same people twice: work with each one's difference

1 The differences

Each row is one person: before and after.

103 minus 100 is 3.

102 minus 104 is −2.

101 minus 98 is 3.

106 minus 102 is 4.

Careful!

The two lists are the same people.

So we test the differences, not two separate groups.

Careful: one list of differences, not two groups

2 Mean and SD of d

The differences add up to 8.

Their mean: 8/4 is 2.

d̄ = 84 = 2

For the SD: each difference minus 2, squared.

3 gives 1.

−2 gives 16.

3 gives 1.

4 gives 4.

They add up to 22.

A sample SD divides by n minus 1: 22/3 is 7.3333.

The square root: about 2.708.

sd = √224 − 1 = √7.3333 ≈ 2.708

3 Write the hypotheses

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

Here: the mean change is 0.

H0 : μd = 0

Hₐ is what we want to show.

Here: the mean change is different from 0.

Ha : μd ≠ 0

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

Two tails.

two tails: far on either side counts

4 The test number

The SD of the mean difference: 2.708 over the square root of 4, about 1.354.

SD of the mean = sd√n = 2.708√4 ≈ 1.354

t is the mean difference minus 0, over 1.354: about 1.477.

t = 2 − 01.354 ≈ 1.477

5 The cut-off

The t-table needs df: n minus 1, 3.

df = n − 1 = 4 − 1 = 3

Two tails: 0.05 is split, 0.025 in each end.

Row 3, column 0.025.

Row 3, column .025: t* = 3.182.

The t curve, with the cut-offs and our t.

Past the cut-offs is the reject part: the rare samples.

6 Decide

Our t, 1.477, is not past the cut-off.

So we do not reject H zero.

= |t| = 1.477 < 3.182 → do not reject H0

7 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 scores changed.

the scores changed.

This does not prove H zero is true.

We just cannot rule it out.

not rejecting H0 does not prove H0

8 Check

Let's check with the mean difference itself.

The cut-off for it is 0 plus or minus 3.182 times 1.354: −4.3084 and 4.3084.

cut-off for the mean difference: 0 ± 3.182 × 1.354: −4.3084 and 4.3084

The mean difference, 2, is not past it.

The same decision.

So it is right!

2: not past it, do not reject

Let's look back.

First: the differences.

Then: mean and SD of d.

Then: write the hypotheses.

Then: the test number.

Then: the cut-off.

Then: decide.

Then: say it in words.

Last: check.

Answer
= |t| = 1.477 < 3.182 → do not reject H0

Your turn

Try this one yourself, then check:

before: 100, 94, 88, 102; after: 98, 97, 92, 105
Show the answer
do not reject H0

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