Tg. Gregoire et O. Schabenberger, Sampling-skewed biological populations: Behavior of confidence intervals for the population total, ECOLOGY, 80(3), 1999, pp. 1056-1065
Four populations were repeatedly sampled with the aim of examining interval
estimation of the cumulative amount, T, of some characteristic that has a
positively skewed distribution, a feature of many biological populations. W
ith samples of various sizes, the empirical sampling distribution of the si
mple expansion estimator was remarkably symmetric and approximately normal,
as was that of the customary ratio-of-means estimator. While the nominal c
overage rate of (1 - alpha)100% intervals based on the Student's t distribu
tion was nearly achieved in all cases, there was a substantially greater te
ndency for such intervals to fail from below rather than above. This behavi
or is attributed to the strong positive correlation between the estimator o
f the population total and the corresponding estimator of its variance when
sampling from a finite, and perforce nonnormal, population.