The mean
of the sampling distribution is 0 since the assumption is that there
are no differences between population means and therefore the average difference
between sample means would be zero. The graph of the sampling distribution shows
that a difference between sample means of two or more is not an improbable occurrence
even when there is no difference between population means. Twenty percent of
the time the Drug group would be two or more points lower and 20% of the time
the Control group would be two or more points higher. How should the results
of the experiment be interpreted in light of this analysis? Science requires
a conservative approach to decision making: a conclusion is accepted by the scientific
community only if the data supporting it are strong enough to convince a skeptic.
No skeptic would be convinced that the antidepressant drug rather than chance
caused the difference.