Eugene G. Johnson, Keith F. Rust, Population Inferences and Variance Estimation for NAEP Data, Journal of Educational Statistics, Vol. 17, No. 2, Special Issue: National Assessment of Educational Progress (Summer, 1992), pp. 175-190
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Johnson et al. (1992) studied this question.