correlation Flashcards
what is correlation
the degree to which scores on two variables relate
what is the correlation coefficient
(r) provides an index to the extent to which two variables are correlated.
how to work out r
Z = (X - µ) / SD
= observed value-mean
sd
r = ∑ZXZY
N
has a maximum value when Zx and Zy pairs are equal = N
has a minimum value when are equal but opposite signs = -N
degrees of freedom
N-2
how to report ?
There was a significant/ non significant, positive/ negative correlation between dv and iv, r(df)= , p=
assumptions underlying pearsons correlation coefficient
- the two variables must be on interval scales
- the variables must be linearly related
if violated then use a non parametric test - Spearmans rho
spearmans rho
can be used when the scatterplot indicates the relationship is monotonic but not linear
or when there is outliers
reporting spearmans
due to the prescence of outliers….
there was a significant positive/ negative correlation Rs(df)= , p . such that
what is a partial correlation ?
when you want to control for a third variable.
- measures the strength and direction of a relationship whilst controlling for a third variable.
reporting partial correltaion
a partial correlation was conducted to test the strength of the relationship between IV and DV after controlling for VV.