期刊
JOURNAL OF MODERN APPLIED STATISTICAL METHODS
卷 13, 期 2, 页码 53-75出版社
WAYNE STATE UNIV PRESS
DOI: 10.22237/jmasm/1414814520
关键词
Missing data; imputation; simulation; listwise deletion; missing value analysis
The effect of a number of factors, such as the choice of analytical method, the handling method for missing data, sample size, and proportion of missing data, were examined to evaluate the effect of missing data treatment on accuracy of estimation. A methodological approach involving simulated data was adopted. One outcome of the statistical analyses undertaken in this study is the formulation of easy-to-implement guidelines for educational researchers that allows one to choose one of the following factors when all others are given: sample size, proportion of missing data in the sample, method of analysis, and missing data handling method.
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