A Euclidean Distance-Based Matching Procedure for Nonrandomized Comparison Studies

被引:17
作者
Spiel, Christiane [1 ]
Lapka, Dominik
Gradinger, Petra
Zodlhofer, Eva Maria
Reimann, Ralph
Schober, Barbara
Wagner, Petra [2 ]
von Eye, Alexander [3 ]
机构
[1] Univ Vienna, Fac Psychol, A-1010 Vienna, Austria
[2] Univ Appl Sci Linz, Linz, Austria
[3] Michigan State Univ, E Lansing, MI 48824 USA
关键词
matching; randomization; nonexperimental design; Euclidean distance; e-learning;
D O I
10.1027/1016-9040.13.3.180
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
For intervention programs that are applied in natural settings, randomization often is difficult or impossible to achieve. If treated individuals are compared with individuals from a nonrandomized comparison group, the inference of causality can be biased. Similar distributions in the relevant characteristics of the treatment and the comparison groups cannot be expected. To adjust between-group comparisons for preexisting differences, this article proposes a simple matching procedure. This procedure involves pairing of treatment and comparison individuals based on observable characteristics, using Euclidean distance scores. Application of the proposed Euclidean-distance matching (EuM) procedure to data from the Viennese E-Lecturing (VEL) project yields satisfying results. Possible generalizations and applications of the EuM procedure are discussed.
引用
收藏
页码:180 / 187
页数:8
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