Choosing a statistical test. Flashcards

1
Q

What is a quantitative variable?

A

Numbers which mean something in the real world.

Continuous // Discrete variables.

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2
Q

What is a categorical variable?

A

Numbers which assign participants to groups.

Nominal // Ordinal variables.

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3
Q

What is the difference between paired and unpaired data?

A

Paired means there is some natural link between 2 observations whereas with independent this means the probability of A occurring DOES NOT influence the probability of B occurring.

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4
Q

What is a t - test used for?

A

Used to test the difference between the means.

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5
Q

What is the purpose of ( independent ) two sample t tests?

A

Compare the means between 2 independent groups.

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6
Q

What is the purpose of ( paired ) two sample t tests?

A

Compare the means of the same measurement made at 2 different time points in one group.

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7
Q

What is the purpose of one sample t - test?

A

Compares the mean of sample with estimated population mean.

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8
Q

What is the H0 for a t - test?

A

There is NO difference in the continuous variable between groups (independent) or time points (paired).

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9
Q

What is the H1 for a t - test?

A

There is A difference in the continuous variable between groups (independent) or time points (paired).

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10
Q

What happens if the p - value is <0.05?

A

You reject the null hypothesis : there IS a difference in the continuous variable between groups.

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11
Q

What are the assumptions for a t - test?

A

Data is RANDOMLY sampled from the population of interest.
Variable = One categorical variable which has 2 group (independent) or timepoints (paired) AND one continuous dependent variable.

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12
Q

What is a chi - squared test?

A

Calculates the chi - square statistic by comparing the observed value to the expected value.

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13
Q

How do you calculate the degrees of freedom?

A

(r-1) * (c-1)

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14
Q

What are the assumptions for a chi - square test?

A

Data is frequencies // counts
Study groups are independent and each participant contributes data to only one cell.
Value of cell EXPECTED should be >5 in >80% of cells and NOT zero.

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15
Q

In chi square, what does the null hypothesis (H0) show?

A

Categories are INDEPENDENT // NOT RELATED

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16
Q

In chi square, what does the alternate hypothesis (H1) show?

A

Categories are NOT INDEPENDENT // ARE RELATED

17
Q

What is the correlation coefficient?

A

Describes the strength and direction of the LINEAR relationship between 2 CONTINUOUS variables.

18
Q

What does p and r stand for in correlation coefficients?

A
P = population parameter
r = sample statistic
19
Q

What are the assumptions for Pearson’s correlation?

A

2 continuous variables which are paired.
Normal distribution = NO OUTLIERS.
Relationship is LINEAR.

20
Q

What does homoscedasticity mean?

A

Shape of scatter plot is tube - like NOT cone shape.