Correlation/ Correlation Hypothesis Testing Flashcards

1
Q

What does correlation mean?

A

The measure of the relationship between two variables

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2
Q

What is the product moment correlation coefficient (r) ?

A

a measure of the correlation between two variables
-1 ≤ r ≤ 1

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3
Q

What is the interpretation when r is ± 1?

A

Perfect linear correlation

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4
Q

What is the interpretation when r is ± 0.9 ?

A

Very strong linear correlation

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5
Q

What is the interpretation when r is ± 0.8?

A

Strong linear correlation

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6
Q

What is the interpretation when r is ± 0.7?

A

Fairly strong linear correlation

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7
Q

What is the interpretation when r is ± 0.6 ± 0.5 ± 0.4 ?

A

Moderate Linear Correlation

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8
Q

What is the interpretation when r is ± 0.3 ± 0.2 ?

A

Weak Linear Correlation

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9
Q

What is the interpretation when r is ± 0.1± 0 ?

A

No linear correlation

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10
Q

What are the steps on the calculator to find r?

A

menu 6 (stats)
2 (y=a + bx)
Put values for x and y in
Press OPTN
4 - Regression Calc
r =

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11
Q

If the r value is bigger than the critical value what do you do to the Ho?

A

r > critical value
Reject Ho
Therefore there is significant evidence to support hypothesis

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12
Q

When do you reject the Ho? (correlation hypothesis testing)

A

r value > critical value
probability (p-value) < sig level / sig level > probability
significant evidence to support hypothesis

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12
Q

When do you fail to reject the Ho? (correlation hypothesis testing)

A

r value < critical value
probability (p-value) > sig level
no significant evidence to support hypothesis

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13
Q

What are the different methods you can use in correlation hypothesis testing?

A

Compare r value with critical value

P value method:
compare probability with sig level

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14
Q

How do you work out σX̄ ?

A

σX̄ = σ/√n

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15
Q

How do you work out z ?

A

z = X̄ - μ /σ/√n

15
Q

What are the different methods you can use for Hypothesis testing for means?

A

critical value method
z method
P value method

16
Q

What are the steps for the p value method? (hypothesis testing for means)

A

Work out σX̄
Find the P( X̄ > X̄) using Normal distribution
Compare the Probability you get (p-value) with the significance level
If P-value < sig level then reject Ho

17
Q

What are the steps for the Critical Value method? (hypothesis testing for means)

A

Work out σX̄
If μ > value then sig level will be on right side so it will the inverse area of 1 - sig level
If μ < value then sig level will be on left side so the inverse area will be the sig level
Find the inverse normal
Answer you get is the critical region
If X̄ lies in critical region then reject Ho

18
Q

What is the Z method? (hypothesis testing for means)

A

Work out z value (need z equation for this)
Draw Normal distribution bell
Do inverse normal, this gives you the critical z value
Compare z value with critical z value
If z value > critical z value then reject Ho

19
Q

If you reject Ho what does this mean?

A

There is significant evidence to support the hypothesis

20
Q

If you fail to reject Ho what does this mean?

A

There is not significant evidence to support the hypothesis

21
Q

When do you reject the Ho (hypothesis testing for means) ?

A

If:
z value > critical value
P value < sig level
Sample mean lies in critical region

22
Q

When do you fail to reject the Ho (hypothesis testing for means) ?

A

If:
Z value < critical value
P value > sig level
Sample mean does not lie in the critical region

23
Q

If the z value > critical value, what do you do?

A

Reject Ho

24
Q

If critical value > z value, what do you do?

A

Fail to reject Ho

25
Q

If P value < sig level, what do you do?

A

Reject Ho

26
Q

If the sig level < p value, what do you do?

A

Fail to reject Ho

27
Q

If the sample mean lies in the critical region, what do you do?

A

Reject Ho

28
Q

If the sample mean does not lie in the critical region, what do you do?

A

Fail to reject Ho

29
Q

If r > critical value, what do you do?

A

Reject Ho

30
Q

If r < critical value, what do you do?

A

Fail to reject Ho