I have two groups of maybe 25 people each. I want to know if there a difference between the two on a happiness score depending if the from one group or another (A or B) and if they'r old or yougn (C or D). I previous chi-sqyare also show a difference on my groupes (a and B) on the age variable (C and D).
Would it be better do two t-test and leave with the possible type one error or do a facorial anova and see if group, age or interaction of group and age have an influence. I'm not sure about the force/puissance of the test.