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The SURVEYSELECT Procedure

Optimal Allocation

When you specify the ALLOC=OPTIMAL option, PROC SURVEYSELECT allocates the total sample size among the strata in proportion to stratum sizes, stratum costs, and stratum variances. Optimal allocation minimizes the overall variance for a specified cost, or equivalently minimizes the overall cost for a specified variance. See Lohr (2009), Cochran (1977), and Kish (1965) for details. For optimal allocation, the proportion of the total sample size for stratum is computed as

     

where is the number of sampling units in stratum , is the standard deviation within stratum , is the unit cost within stratum , and is the total number of strata. The target sample size for stratum is , where is the total sample size. As for proportional allocation, the values of are converted to integer sample sizes by using a rounding algorithm that requires the sum of the stratum sample sizes to equal . The final sample sizes are also required to be at least 1, or at least if you specify a minimum sample size with the ALLOCMIN= option. For without-replacement selection methods, the final sample sizes must not exceed the stratum sizes.

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