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Autor/inn/enGemici, Sinan; Bednarz, Alice; Lim, Patrick
TitelA Primer for Handling Missing Values in the Analysis of Education and Training Data
QuelleIn: International Journal of Training Research, 10 (2012) 3, S.233-250 (18 Seiten)Infoseite zur Zeitschrift
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Spracheenglisch
Dokumenttypgedruckt; online; Zeitschriftenaufsatz
ISSN1448-0220
DOI10.5172/ijtr.2012.10.3.233
SchlagwörterVocational Education; Educational Research; Data; Statistical Analysis; Research Problems; Computation; Maximum Likelihood Statistics; Simulation; Regression (Statistics); Error of Measurement; National Surveys; Longitudinal Studies; Foreign Countries; Longitudinal Surveys of Australian Youth
AbstractQuantitative research in vocational education and training (VET) is routinely affected by missing or incomplete information. However, the handling of missing data in published VET research is often sub-optimal, leading to a real risk of generating results that can range from being slightly biased to being plain wrong. Given that the growing availability of data from large-scale surveys and administrative collections offers exciting new opportunities for quantitative VET research, it is important that researchers follow best-practice approaches when using such data in their own work. Against this backdrop, we: (1) provide a primer on the use of appropriate missing data methods for quantitative VET research; and (2) illustrate the detrimental effects of inefficient methods on research results via a simulation study using real-world education and training data from the Longitudinal Surveys of Australian Youth (LSAY). (Contains 4 figures and 7 tables.) (As Provided).
AnmerkungeneContent Management Pty Ltd. P.O. Box 1027, Maleny, Queensland 4552, Australia. Tel: +61-7-5435-2900; Fax: +61-7-5435-2911; e-mail: info@e-contentmanagement.com; Web site: http://jtr.e-contentmanagement.com
Erfasst vonERIC (Education Resources Information Center), Washington, DC
Update2017/4/10
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