Correlation 2 Flashcards

1
Q

What is statistical significance?

A

The sample shows that it is fairly unlikely that the data comes from a bigger sample with no correlation.

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2
Q

Statistical significance shows

A

That a fair reflection of reality has been drawn

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3
Q

What does a extremely low p value mean?

A

Just that it’s significant but you have to look at the r value to see the strength.

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4
Q

What are the strength numbers of correlations?

A

.10 is small
.30 is moderate
.50 large

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5
Q

What is coefficient of determination?

A

r-squared which can tell you how much variance x and y share in common.

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6
Q

What is confidence intervals?

A

A way to see an estimate of the likely effect in the population

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7
Q

What is bivariate normal distribution?

A

Each variable is normally distributed.

Each variable is normally distributed at all levels of the other variable.

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8
Q

What is skewness?

A

It has to do with the lack of symmetry in a distribution.

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9
Q

Draw a positive skewed distribution

A

Large at the beginning and low at the end

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10
Q

Draw a negatively skewed distribution

A

Low at the beginning and large at the end.

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11
Q

What is kurtosis?

A

This has to do with the peakedness of a distribution.

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12
Q

What is leptokurtic?

A

A form of kurtosis. Very tall and slim

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13
Q

What is mesokurtic?

A

A form of kurtosis. A normal curve distribution

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14
Q

What is platykurtic?

A

A form of kurtosis. A low and wide distribution.

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15
Q

What are the best ways to assess normality in correlation?

A

If you have around 200 participants it’s best to look at a histogram. You should only be concerned if the deviations from normality are severe.

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16
Q

What if assumptions are not satisfied?

A
  • change a level to .01 instead of .05.
  • use stats that are not for interval data such as Spearman’s tho or Kendall’s T.
  • Transform data
17
Q

What can a non-linear relationship do to the results?

A

Underestimate the correlation between x and y. Departures from linearity are serious, then Pearson’s r is not appropriate.

18
Q

Why are restricted range misleading?

A

Because they have a tendency to either reduce or inflate the correlation.

19
Q

What are outliers?

A

A data point standing off by itself and they can strongly influence the value of r and thereby leading to a wrong conclusion about the extent to which the two variables are related.

20
Q

How do we check for outliers?

A

Scatterplots

21
Q

When do we have a perfect positive correlation?

A

When x and y distributions have exactly the same shape

22
Q

When do we have a perfect negative correlation?

A

When x and y have exactly the same shape or when x and y distributions are oppositely skewed.