articleBMC Medical Research MethodologyDec 1, 2014GOLD OA

Estimating the sample mean and standard deviation from the sample size, median, range and/or interquartile range

Hong Kong Baptist University · Northwestern University

PubMed
Indexed incrossrefdoajpubmed

Abstract

Background

In systematic reviews and meta-analysis, researchers often pool the results of the sample mean and standard deviation from a set of similar clinical trials. A number of the trials, however, reported the study using the median, the minimum and maximum values, and/or the first and third quartiles. Hence, in order to combine results, one may have to estimate the sample mean and standard deviation for such trials.

Methods

In this paper, we propose to improve the existing literature in several directions. First, we show that the sample standard deviation estimation in Hozo et al.'s method (BMC Med Res Methodol 5:13, 2005) has some serious limitations and is always less satisfactory in practice. Inspired by this, we propose a new estimation method by incorporating the sample size. Second, we systematically study the sample mean and standard deviation estimation problem under several other interesting settings where the interquartile range is also available for the trials.

Citation impact

11,059
total citations
FWCI
76.56
Percentile
100%
References
15
Citations per year

Authors

4

Topics & keywords

Keywords
  • Standard deviation
  • Sample size determination
  • Statistics
  • Estimator
  • Quartile
  • Range (aeronautics)
  • Sample (material)
  • Interquartile range
UN Sustainable Development Goals
  • Quality Education
No related works found for this paper.

Funding