All Flashcards
What is the formula for the correlation coefficient, r?
In the formula for r, what do and represent?
and are the means of the x and y variables, respectively.
In the formula for r, what do and represent?
and are the standard deviations of the x and y variables, respectively.
In the formula for r, what does 'n' represent?
n is the number of data points.
What does represent in the formula for r?
represents the summation of the expression that follows.
What is the correlation coefficient?
A value, r, that measures the strength and direction of a linear relationship between two variables. Ranges from -1 to 1.
Define positive correlation.
A relationship where as one variable increases, the other tends to increase.
Define negative correlation.
A relationship where as one variable increases, the other tends to decrease.
What does r = 0 indicate?
No linear correlation between the two variables.
What is a scatterplot?
A graphical representation of the relationship between two variables.
Explain the concept of correlation vs. causation.
Correlation indicates a relationship between variables, but does not prove that one variable causes the other. Other factors may be involved.
Explain the impact of outliers on the correlation coefficient, r.
The correlation coefficient, r, is not resistant to outliers. A single outlier can drastically change the value of r.
Explain the concept of linearity in correlation.
r only measures linear relationships. A strong r doesn't mean there's no relationship, just no linear one.
How do you interpret the strength of correlation based on the value of r?
Values of r closer to 1 or -1 indicate a stronger linear relationship, while values closer to 0 indicate a weaker linear relationship.
Explain how to find the correlation coefficient using a TI-84 calculator.
Enter x-values in L1 and y-values in L2. Go to STAT > CALC > LinReg(ax+b). Ensure 'DiagnosticOn' is enabled in the MODE menu to see the r value.