26 Correlation Flashcards
often first step in identifying causal relation (establish degree and direction of relationship/covariation between 2+ variables)
correlation
correlation useful in health sci to:
determine reliability/validity, find/express how health probs related to bio/enviro/diet factors
stat of magnitude and direction of association between 2 variables
correlation coefficient
common coefficients?
Pearson’s r, Spearmans rho
what is r?
both x and y measure on an interval or ratio scale, assume variables are normally dist. and have linear relation, convert to z score and corrects for x/y having diff means and SDs
what is p (rho)?
both x and y measure on/transformed to ordinal, can readily convert variable on higher scale to ordinal scale
what is phi?
both x and y measure on nominal
square of correlation coefficient is called:
coefficient of determination
r=
sum of ZxZy / n (or n-1 for sample)–>n= # paired measurements
r>__ is quite high, < __ is weak
0.7; 0.3
rho=
1-[6sum d^2/(n^3-n)]
uses of correlation?
prediction, reliability and validity of assessment (test retest and inter observer), estimating shared variance
square of correlation coefficient, proportion of variance in one variable accounted for by other
coefficient of determination (r^2)
remember criteria of causal relationship:
antecedence, covariation, elimination of rival explanations
calculate probabilities with:
t test