I have performed a linear regression analysis to two series of data, each of which has 50
values. I did the analysis in SPSS and as a result got a table which says that my adjusted R squared
is 0.145
and its significance is 0.004
.
Being 0.004 < 0.05
, I assume my adjusted R squared
is significant.
1) Does it mean my adjusted R squared
is credible?
2) What does happen if you get a significance which is > 0.05
? Does it imply the adjusted R squared
can be trusted with credibility but also that the two datasets are not or poorly correlated?
EDIT
I think I can condense my last question into: does a statistically non-significant R squared
nullify the validity of the calculated R squared
?