An Introduction to the Plausible Value Technique for Psychological Research

被引:13
作者
Luedtke, Oliver [1 ,2 ]
Robitzsch, Alexander [1 ,2 ]
机构
[1] Leibniz Inst Padag Nat Wissensch & Math, Olshausenstr 62, D-24118 Kiel, Germany
[2] ZIB, Arcisstr 21, D-80333 Munich, Germany
来源
DIAGNOSTICA | 2017年 / 63卷 / 03期
关键词
plausible values; large-scale assessment; latent variables; reliability; missing data; MULTIPLE-IMPUTATION; MEASUREMENT-ERROR; MISSING DATA; LATENT-VARIABLES; MODELS; REGRESSION; INFERENCE; FIT;
D O I
10.1026/0012-1924/a000175
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
摘要
In psychological research, the assessment of most constructs is affected by measurement error. Measurement error results in biased estimates of population parameters and their standard errors. In the past few decades, in the area of large-scale assessment studies, the plausible values technique has been established as a procedure for correcting relationships between latent variables and covariates. The present article introduces this complex statistical technique using a simple example from classic test theory. It shows that alternative procedures for estimating person parameters result in biased estimates of relationships at the population level. A simulation study was conducted to demonstrate that these findings also hold for an item response model in the case of dichotomous indicators. The results highlight that plausible values should not be used for estimating individual person parameters and are not appropriate for individual psychological assessment. Finally, we discuss methodological challenges in the application of the plausible value technique and the potential of this technique for psychological research.
引用
收藏
页码:193 / 205
页数:13
相关论文
共 50 条
[41]   Editorial: The Use of Mechanical Turk Data in Psychological Research [J].
Lopez, Stella G. ;
V. Rouse, Steven ;
Treadwell, Kimberli .
PSI CHI JOURNAL OF PSYCHOLOGICAL RESEARCH, 2023, 28 (02)
[42]   Sentences with Strong Psychological Impact in Psychotherapy: Research in Progress [J].
De Giacomo, Piero ;
L'Abate, Luciano ;
Margari, Francesco ;
De Giacomo, Andrea ;
Santamato, Wanda ;
Masellis, Rita .
JOURNAL OF CONTEMPORARY PSYCHOTHERAPY, 2008, 38 (02) :65-72
[43]   Position Paper on the Role of Psychological Methodology in Research and Teaching [J].
Meiser, Thorsten ;
Eid, Michael ;
Carstensen, Claus ;
Erdfelder, Edgar ;
Gollwitzer, Mario ;
Pohl, Steffi ;
Steyer, Rolf ;
Strobl, Carolin .
PSYCHOLOGISCHE RUNDSCHAU, 2018, 69 (04) :325-331
[44]   Hands-Free Technique in the Operating Room: Reduction in Body Fluid Exposure and the Value of a Training Video [J].
Stringer, Bernadette ;
Haines, Ted ;
Goldsmith, Charles H. ;
Blythe, Jennifer ;
Berguer, Ramon ;
Andersen, Joel ;
De Gara, Christopher J. .
PUBLIC HEALTH REPORTS, 2009, 124 :169-179
[45]   An Introduction to Directed Acyclic Graphs in Trauma Research [J].
Sonis, Jeffrey ;
Jiang, Tammy .
PSYCHOLOGICAL TRAUMA-THEORY RESEARCH PRACTICE AND POLICY, 2023, 15 (06) :899-905
[46]   Introduction to clinical research based on modern epidemiology [J].
Hoshino, Junichi .
CLINICAL AND EXPERIMENTAL NEPHROLOGY, 2020, 24 (06) :491-499
[47]   Introduction to clinical research based on modern epidemiology [J].
Junichi Hoshino .
Clinical and Experimental Nephrology, 2020, 24 :491-499
[48]   Best practice guidelines for modern statistical methods in applied clinical research: Introduction to the Special Section [J].
Brown, Timothy A. ;
Field, Andy P. .
BEHAVIOUR RESEARCH AND THERAPY, 2017, 98 :1-3
[49]   Contextualizing psychological contracts research: a multi-sample study of shared individual psychological contract fulfilment [J].
Tekleab, Amanuel G. ;
Laulie, Lyonel ;
De Vos, Ans ;
De Jong, Jeroen P. ;
Coyle-Shapiro, Jacqueline A-M .
EUROPEAN JOURNAL OF WORK AND ORGANIZATIONAL PSYCHOLOGY, 2020, 29 (02) :279-293
[50]   The theory and empirical research of value-added positioning based on relational value [J].
Chen, Jingdong ;
Gao, Xiaoqian .
SECOND INTERNATIONAL CONFERENCE ON FUTURE NETWORKS: ICFN 2010, 2010, :201-205