Experiments where participants are randomly assigned into experimental and control groups are often regarded as the ideal approach to evaluation of labor force policies. This paper shows that such design can yield misleading and incomplete information. It proposes alternate designs that permit estimation of marginal as well as average program effects. (Author/JOW)