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The average prediction variance for an I‐optimal design for a specified normal theory linear model decreases nonlinearly with respect to sample size. In this paper, we develop a prediction equation to explain the relationship between average prediction variance and sample size. We investigate methods for determining what sample size is efficient for a given experiment using the average prediction...