TY - JOUR
T1 - Sample size determination with a pilot study
AU - O'Neill, Ben
N1 - Publisher Copyright:
© 2022 Ben O'Neill. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
PY - 2022/2/15
Y1 - 2022/2/15
N2 - We analyse standard confidence intervals for the mean of a finite population, with a view to sample size determination. We first consider a standard method for sample size determination based on the assumption of knowledge of the population variance parameter. We then consider the more realistic case where the population variance is treated as an unknown, and we derive a new method of sample size determination that accounts for the uncertainty in this parameter. We develop a sample size calculation method based on a preliminary sample of data which allows us to increase the accuracy of our inference by some specified amount with a specified level of confidence. We compare this method to the standard method.
AB - We analyse standard confidence intervals for the mean of a finite population, with a view to sample size determination. We first consider a standard method for sample size determination based on the assumption of knowledge of the population variance parameter. We then consider the more realistic case where the population variance is treated as an unknown, and we derive a new method of sample size determination that accounts for the uncertainty in this parameter. We develop a sample size calculation method based on a preliminary sample of data which allows us to increase the accuracy of our inference by some specified amount with a specified level of confidence. We compare this method to the standard method.
UR - http://www.scopus.com/inward/record.url?scp=85124679398&partnerID=8YFLogxK
U2 - 10.1371/journal.pone.0262804
DO - 10.1371/journal.pone.0262804
M3 - Article
SN - 1932-6203
VL - 17
JO - PLoS ONE
JF - PLoS ONE
IS - 2
M1 - e0262804
ER -