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b (beta)
slope
a
intercept
regression equation
y=bx+a
homogeneity/homoscedastic
all close to the regression line
herterogeneity/heteroscedastic
spread further apart from regression line
residuals
devations around regresssion line
intercept definition
where the line crosses y-axis
slope defintion
for every 1 unit increase in X, there is a change in Y
covariates
potential third variables
std coeff
beta value in z score units to make it comparable to all predictor variables
coeff
the beta value in units of the variables
regression line
lets us predict Y scores from X scores
RMSE
devation away from regression line
measure of average prediction error
standard deviation
devation away from mean
R^2
describes how much variability X can explain
interpretation of predicting values of Y given X
using a regression line to estimate the average value of Y for a given value of X
covariance
do the results show that the variables are correlated
temporal precedence (directionality problem)
does the method establish which variable came first
cross sectional correlations
the correlation of variables when measured at the same time
external validity
the degree to which a claim generalizes to a larger population
direct replication
same concepts and variables, same operational defintions
conceptual replication
same concepts, differnt operational defintions
replication+extension
same concepts and variables, plus some new concepts and variables
theory
statement or set of statements that describes general principles about how variables relate to one another
hypothesis/prediction
what you expect to happen
systematic review
collect, evaluate, and synthesise all availiable studies on a specific question
meta analysis
combining results of several similar studies to estimate effect size
standardized beta coefficient
a measure of the strength and direction of a relationship between 2 variables
beta
raw coefficient (slope) from the model
theory testing mode
internal validity
generalization mode
external validity