Lecture 4 - Mean Differences and Effect Size Flashcards
What are the 3 different types of differences between means?
One sample, related samples and independent samples
What is a one sample difference?
The difference between the mean scores from one sample compared to a known value.
A known value could be for example; a national average, a population mean, or a neutral score.
What is a related samples difference?
The difference between the means from two samples when both samples are from the same source. Eg. comparing scores from the same participants completing different tasks.
What is an independent samples difference?
The difference between means from two independent samples. Eg. comparing scores from different groups of participants completing the same task.
What are some other names for “related sample differences”?
Paired Samples / Matched Samples / Repeated Measures / Within Subjects
What are some other names for “independent sample differences”?
Unpaired Samples / Unmatched Samples / Between Subjects
Which formula is used to calculate the effect size for group differences between populations?
Cohen’s d
d = (μ₁ - μ₂) / σ
Key: d = effect size μ₁ = mean of population 1 μ₂ = mean of population 2 σ = population standard deviation
Which formula is used to calculate the effect size for group differences between samples?
d = (M₁ - M₂) / s
Key: d = effect size M₁ = mean of sample 1 M₂ = mean of sample 2 s = sample standard deviation
How do we know which standard deviation to use in an effects size formula?
If there is a population SD or a SD for a baseline/control group - use that.
If not, then add the SDs together for each sample and divide by 2 to find the average.*
- Formally this is a more complex calculation but for the purposes of our degree we just find the average.
How would we describe an effect size of 0.2?
small
How would we describe an effect size of 0.5?
medium
How would we describe an effect size of 0.8?
large
Which number approximately represents a small effect size?
0.2
Which number approximately represents a medium effect size?
0.5
Which number approximately represents a large effect size?
0.8