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This is really at the heart of experimentation; no other
level of research
allows us to rule out alternative
hypotheses as well as we can at this research
level.
If not ruled out, the alternative hypotheses, such as the
confounding
variable hypothesis, remain, and we cannot
know with confidence which variable(s)
had the
observed effects on the dependent variable.