Week 11 Flashcards
When do we use correlation?
- Exploring and describing possible relationships
- Measuring validity and reliability
- Equipment calibration
What symbol is used as the correlation coefficient
We use and report with the symbol r
Define Pearson Correlation Coefficient
is a measure of linear correlation between two sets of data
Define p-value
A value that tells us if our results/ findings r statistically significant
What is the p-value threshold for a significant result
<0.05
What does <0.05 denote
5% probability that the results happened by chance
Classifying correlations
- ,r - 0, - ,r = 0.1 - 0.3 = - ,r 0.4 -0.6 = - ,r 0.7 - 0.9 = - ,r = 1 =
- ,r - 0, No effect
- ,r = 0.1 - 0.3 = Weak
- ,r 0.4 -0.6 = Moderate
- ,r 0.7 - 0.9 = Strong
- ,r = 1 = Perfect
Correlation tells yo about the relationship but does not tell you …..
whether one variable causes the other
Define regression
A measure of the relation between the mean value of one variable and corresponding values of other variables
Define bivariate regression
is a linear equation describing the relationship between an explanatory variable and an outcome variable, specifically with the assumption that the explanatory variable influences the outcome variable, and not vice-versa
What is done to a variable during bivariate regressio
Squared
Regression equation
Y =bX + C
What does each letter of the regression equation represent
- Y is the dependent variable (Need to find)
- X is the independent variable (Given X)
- B is the slope or regression coefficient
- C is the intercept of the Y axis (Need to find)
Bivariate regression can be used for what two things
- Assess the shared variance between two variables
2. Predicted a value on one variable, using the value of another variable
Define multiple regression
Extension on linear regression with more variables