Literaturnachweis - Detailanzeige
Autor/in | Bai, Haiyan |
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Titel | A Comparison of Propensity Score Matching Methods for Reducing Selection Bias |
Quelle | In: International Journal of Research & Method in Education, 34 (2011) 1, S.81-107 (27 Seiten)Infoseite zur Zeitschrift
PDF als Volltext |
Sprache | englisch |
Dokumenttyp | gedruckt; online; Zeitschriftenaufsatz |
ISSN | 1743-727X |
Schlagwörter | Research Methodology; Researchers; Comparative Analysis; Scores; Probability; Mathematics; Statistical Analysis; Mathematics Achievement; Predictor Variables; Evaluation; Academic Achievement |
Abstract | Propensity score matching (PSM) has become a popular approach for research studies when randomization is infeasible. However, there are significant differences in the effectiveness of selection bias reduction among the existing PSM methods and, therefore, it is challenging for researchers to select an appropriate matching method. This current study compares four commonly used PSM methods for reducing selection bias on observational data from which the treatment effects are intended to be assessed. The selection bias, standardized bias and percent bias reduction are evaluated for each of the PSM methods using empirical data drawn from the national Education Longitudinal Study of 2002. The results of the current study provide empirical evidence and helpful information for researchers to select effective PSM methods for their research studies. (Contains 6 figures and 7 tables.) (As Provided). |
Anmerkungen | Routledge. Available from: Taylor & Francis, Ltd. 325 Chestnut Street Suite 800, Philadelphia, PA 19106. Tel: 800-354-1420; Fax: 215-625-2940; Web site: http://www.tandf.co.uk/journals |
Erfasst von | ERIC (Education Resources Information Center), Washington, DC |
Update | 2017/4/10 |