How does ANCOVA differ from Blocking?
Both remove error from DV, but ANCOVA also controls for variation in IV associated with covariate.
As with blocking:
Unlike blocking:
As with blocking:
- The effects of the covariate are subtracted from the error term, making it smaller.
- The covariate is a more powerful way to do this if the control variable is continuous, but it's conceptually the same.
Unlike blocking:
- Treatment means are adjusted to account for differences on the covariate
- Random assignment to IV conditions normally prevent differences in covariate means (confounds should be designed out).
- But incase covariate does differ across groups, ANCOVA effectively partials out the effect of the covariate from the focal IV as well as the error term.