In conducting causal analysis through statistical inference during the Analyze phase, your alternative hypothesis is a statement about the data: That that any observed difference in samples is caused by chance That reflects no effect of a causal variable That a process changed and is significantly different from the old That there is no difference in criteria for two or more populations That random error has a vital effect