Literature DB >> 24079927

Manifest variable path analysis: potentially serious and misleading consequences due to uncorrected measurement error.

David A Cole1, Kristopher J Preacher1.   

Abstract

Despite clear evidence that manifest variable path analysis requires highly reliable measures, path analyses with fallible measures are commonplace even in premier journals. Using fallible measures in path analysis can cause several serious problems: (a) As measurement error pervades a given data set, many path coefficients may be either over- or underestimated. (b) Extensive measurement error diminishes power and can prevent invalid models from being rejected. (c) Even a little measurement error can cause valid models to appear invalid. (d) Differential measurement error in various parts of a model can change the substantive conclusions that derive from path analysis. (e) All of these problems become increasingly serious and intractable as models become more complex. Methods to prevent and correct these problems are reviewed. The conclusion is that researchers should use more reliable measures (or correct for measurement error in the measures they do use), obtain multiple measures for use in latent variable modeling, and test simpler models containing fewer variables. PsycINFO Database Record (c) 2014 APA, all rights reserved.

Mesh:

Year:  2013        PMID: 24079927     DOI: 10.1037/a0033805

Source DB:  PubMed          Journal:  Psychol Methods        ISSN: 1082-989X


  49 in total

1.  A Multilevel Longitudinal Nested Logit Model for Measuring Changes in Correct Response and Error Types.

Authors:  Youngsuk Suh; Sun-Joo Cho; Brian A Bottge
Journal:  Appl Psychol Meas       Date:  2017-04-29

2.  Measurement Error Correction Formula for Cluster-Level Group Differences in Cluster Randomized and Observational Studies.

Authors:  Sun-Joo Cho; Kristopher J Preacher
Journal:  Educ Psychol Meas       Date:  2015-10-28       Impact factor: 2.821

3.  Evaluation of Two Methods for Modeling Measurement Errors When Testing Interaction Effects With Observed Composite Scores.

Authors:  Yu-Yu Hsiao; Oi-Man Kwok; Mark H C Lai
Journal:  Educ Psychol Meas       Date:  2017-01-24       Impact factor: 2.821

4.  Factor structure, factorial invariance, and validity of the Multidimensional Shame-Related Response Inventory-21 (MSRI-21).

Authors:  Antonio F Garcia; Melina Acosta; Saifa Pirani; Daniel Edwards; Augustine Osman
Journal:  J Couns Psychol       Date:  2017-02-09

5.  Working alliance predicts symptomatic improvement in public hospital-delivered psychotherapy in Nairobi, Kenya.

Authors:  Fredrik Falkenström; Mary Kuria; Caleb Othieno; Manasi Kumar
Journal:  J Consult Clin Psychol       Date:  2018-11-15

6.  Developing brief versions of the Moral Foundations Vignettes using a genetic algorithm-based approach.

Authors:  Damien L Crone; Joshua J Rhee; Simon M Laham
Journal:  Behav Res Methods       Date:  2020-10-01

7.  Attitudes Towards Seeking Psychological Help: An Integrative Model Based on Contact, Essentialist Beliefs About Mental Illness, and Stigma.

Authors:  Alexandra Hantzi; Fotios Anagnostopoulos; Eva Alexiou
Journal:  J Clin Psychol Med Settings       Date:  2019-06

8.  Peer Victimization and Harsh Parenting Predict Cognitive Diatheses for Depression in Children and Adolescents.

Authors:  David A Cole; Keneisha R Sinclair-McBride; Rachel Zelkowitz; Sarah A Bilsk; Kathryn Roeder; Tawny Spinelli
Journal:  J Clin Child Adolesc Psychol       Date:  2015-03-09

9.  Improved inference in mediation analysis: Introducing the model-based constrained optimization procedure.

Authors:  Davood Tofighi; Ken Kelley
Journal:  Psychol Methods       Date:  2020-03-19

10.  The Incremental Utility of Emotion Regulation But Not Emotion Reactivity in Nonsuicidal Self-Injury.

Authors:  Rachel L Zelkowitz; David A Cole; Gloria T Han; Andrew J Tomarken
Journal:  Suicide Life Threat Behav       Date:  2016-03-06
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.