In conducting causal analysis through statistical inference during the Analyze phase, your alternative hypothesis is a statement about the data:

That reflects no effect of a causal variable

That that any observed difference in samples is caused by chance

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