Common incorrect approach: t-tests without checking for the interaction effect first
Correct approach: check for the interaction effect first
Main effect of group: the difference between groups averaged across occasions;
Main effect of time: the change from one occasion to the next averaged across groups;
Group-by-time interaction effect: the extent to which the difference between groups is different at different occasions.