This chapter is devoted to problems where empirical likelihood has difficulties, and to ways of mitigating those difficulties. As a case in point, empirical likelihood inferences on the number of distinct possible values from a distribution is completely degenerate. The confidence interval only includes the number of distinct values in the sample, and that value is completely wrong for continuous distributions.