Estimating Desired Sample Size for Simple Random Sampling of a Skewed Population

Timothy G. Gregoire, David L.R. Affleck

    Research output: Contribution to journalArticlepeer-review

    Abstract

    A simulation study was conducted to assess how well the necessary sample size to achieve a stipulated margin of error can be estimated prior to sampling. Our concern was particularly focused on performance when sampling from a very skewed distribution, which is a common feature of many biological, economic, and other populations. We examined two approaches for estimating sample size—one being the commonly used strategy aimed at regulating the average magnitude of the stipulated margin of error and the second being a previously proposed strategy to control the tolerance probability with which the stipulated margin of error is exceeded. Results of the simulation revealed that (1) skewness does not much affect the average estimated sample size but can greatly extend the range of estimated sample sizes; and (2) skewness does reduce the effectiveness of Kupper and Hafner's sample size estimator, yet its effectiveness is negatively impacted less by skewness directly, and to a much greater degree by the common practice of estimating the population variance via a pilot sampling from the skewed population. Nonetheless, the simulations suggest that estimating sample size to control the probability with which the desired margin of error is achieved is a worthwhile alternative to the usual sample size formula that controls the average width of the confidence interval only.

    Original languageEnglish
    Pages (from-to)184-190
    Number of pages7
    JournalAmerican Statistician
    Volume72
    Issue number2
    DOIs
    StatePublished - Apr 3 2018

    Keywords

    • Confidence interval estimation
    • Margin of error
    • Tolerance probability

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