Word Doc Week 5 Flashcards
Pearson’s Correlation (r)
Also Known As:
- Pearson’s product-moment correlation
- Pearson’s Correlation
- Correlation
- r
One of the most useful and commonly used statistical tests
Convential Thought: Pearson’s (r)
- Measures strenght and direction of a Linear Relationship between two continuous/scale variables
- Asks: is there a statistically significant relationship between two continuous/scale variables
- Strength - size/magnitude of relationship
- Direction - Positive or Negative
- Linear - Straight Line
How to write up Pearson’s (r)
There was a significant correlation between educational level and job prestige, r(N =1415) = .52, p < .001.
Features of Pearson’s (r)
- Must be between +1 and -1
- Negative correlations are as important positive correlations
- When you square r you use R2 which tells us the level of overlapping or shared variance
- If there is no correlation then r = 0
- Only assesses linear component of the relationship
What happens if the r relationship is non linear
- r will be calculated but will be misleading
- Always use draw scatterplots for comparison
Negative Relationship/Correlation
- When scores on one variable go up, scores on another will go down
- High scores in one variable are associated with low scores on another variable
eg: correlation between depression and quality of life is negative. As depression increases, quality of life decreases. As scores on depression go up, scores on quality of life go down.
Correlation Matrix
Running every possible correlation from a set of variables:
Correlation Coefficient = +1
A perfect positive relationship.
Correlation Coefficient = 0.8
A fairly strong positive relationship.
Correlation Coefficient = 0.6
A moderate positive relationship.
Correlation Coefficient = 0
- As one value increases, there is no tendency for the other value to change in a specific direction.
- No relationship.
Correlation Coefficient = -1
A perfect negative relationship.
Correlation Coefficient = -0.8
A fairly strong negative relationship.
Correlation Coefficient = -0.6
A moderate negative relationship.