Lesson 6: Continuous Outcomes, Between Group Differences Flashcards
Correlation reflects the relationship between two variables based on what factors?
Strength & Direction
What does it indicate when a correlation has a very small p-value?
The relationship between the two variables is unlikely to have occurred by chance.
What term identifies the percentage of variance in the data explained by a regression model?
R^2 – R^2 represents the amount of variance in the data accounted for by a regression model
If a model has a R^2 of .48 what does this mean?
The model explains approximately 48% of the variance in science scores.
What does it mean if r-square is equal to 1.00?
All data points fall on a straight line.
Correlation
A statistical relationship that reflects the association between two variables
Multiple Regression
Using two or more independent variables to predict a dependent variable
Unstandardized Regression Coefficient (b)
The change in the dependent variable associated with a 1 unit change in the independent variable when all other variables in the regression model are controlled for
Standardized Regression Coefficient (Beta)
tells us how predictive the variable is (i.e., the magnitude of the coefficients can be compared to one another to determine which is most predictive of the outcome)
R^2
The amount of variance in the data accounted for by a regression model
Statistical Control
Separating out the effect of one independent variable from the remaining independent variables to reduce confounding effects
Confounding Variable
An extraneous variable that correlates with the dependent variable and at least one independent variable