Four well-known unequal probabilities without replacement sampling methods frequently cited in sampling theory for their efficiency and simplicity of application are used to construct two-stage sample designs. The efficiency and stability of the estimators of total and their variance estimators based on these designs are compared to assess their relative performance and make recommendations for their use in actual practice.