A Two-Stage Approach to Synthesizing Covariance Matrices in Meta-Analytic Structural Equation Modeling
Structural Equation Modeling A Multidisciplinary JournalPublished 20 January 2009Open access
Mike W.‐L. Cheung, Wai Chan
Citations142
SJR quartileQ4
SJR score0.11
SNIP0.06
Generate an AI Snapshot to get a quick, structured summary of this paper.
Study Snapshot
ObjectiveStudy objective
MethodsResearch methodology
PopulationPopulation studied
Sample sizeSample sizes
OutcomesStudy outcomes here
ResultsStudy results comes here
LimitationsResearch study limitations comes here
A concise AI-generated summary of the paper will appear here once you click Generate AI Snapshot.
Abstract
10.1080/10705510802561295
Keywords
PsychologyDecision Sciences
Structural Equation Modeling A Multidisciplinary JournalCutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives
105,395 Citations1999Li‐tze Hu, Peter M. Bentler
Contemporary Sociology A Journal of ReviewsStructural Equations with Latent Variables.
17,606 Citations1991Clifford C. Clogg, Kenneth A. Bollen
Journal of the American Statistical AssociationStatistical Analysis With Missing Data
17,489 Citations1989Maureen Lahiff, Roderick J. A. Little +1 more
Journal of the American Statistical AssociationHierarchical Linear Models: Applications and Data Analysis Methods
13,908 Citations2003Marie Davidian
The authors give us a thorough accounting of the core of linear model theory while having it extend into more modern extensions in many directions, and there is little attempt at motivation for parameterizations of classi cation models.
Journal of Educational StatisticsStatistical Methods for Meta-Analysis
10,479 Citations1988Stanley Wasserman, Larry V. Hedges +1 more
Methods of Meta-Analysis: Correcting Error and Bias in Research Findings
5,538 Citations2015Frank L. Schmidt, John E. Hunter
Psychological BulletinTests for comparing elements of a correlation matrix.
4,421 Citations1980James H. Steiger
Personnel PsychologyJOB SATISFACTION, ORGANIZATIONAL COMMITMENT, TURNOVER INTENTION, AND TURNOVER: PATH ANALYSES BASED ON META‐ANALYTIC FINDINGS
4,020 Citations1993Robert P. Tett, John P. Meyer
TechnometricsStatistical Analysis with Missing Data
3,118 Citations1988Subir Ghosh, Roderick J. A. Little +1 more
Methods of Meta-Analysis
2,903 Citations2004John Hunter, Frank Schmidt
Annual Review of PsychologyApplications of Structural Equation Modeling in Psychological Research
2,622 Citations2000Robert C. MacCallum, James T. Austin
This chapter presents a review of applications of structural equation modeling (SEM) published in psychological research journals in recent years and focuses first on the variety of research designs and substantive issues to which SEM can be applied productively.
Journal of Applied PsychologyToward an integrative theory of training motivation: A meta-analytic path analysis of 20 years of research.
1,997 Citations2000Jason A. Colquitt, Jeffery A. LePine +1 more
Meta-analytically summarizes the literature on training motivation, its antecedents, and its relationships with training outcomes such as declarative knowledge, skill acquisition, and transfer and shows that training motivation explained incremental variance in training outcomes beyond the effects of cognitive ability.
British Journal of Mathematical and Statistical PsychologyAsymptotically distribution‐free methods for the analysis of covariance structures
1,779 Citations1984Michael W. Browne
Methods for obtaining tests of fit of structural models for covariance matrices and estimator standard errors which are asymptotically distribution free are derived.
Generalized Latent Variable Modeling: Multilevel, Longitudinal, and Structural Equation Models
1,511 Citations2004Anders Skrondal, Sophia Rabe‐Hesketh
Psychology Press eBooksNew Developments and Techniques in Structural Equation Modeling
1,334 Citations2001
Journal of Marketing ResearchAntecedents and Consequences of Salesperson Job Satisfaction: Meta-Analysis and Assessment of Causal Effects
1,072 Citations1993Steven P. Brown, Robert A. Peterson
Psychological BulletinMeta-analyses of age–cognition relations in adulthood: Estimates of linear and nonlinear age effects and structural models.
1,015 Citations1997Paul Verhaeghen, Timothy A. Salthouse
An examination of quadratic age effects and correlational patterns for subsamples under and over 50 years of age revealed that negative age-cognition relations were significant for the 18- to 50-year-old sample and the age-related decline accelerated significantly over the adult life span for variables assessing speed, reasoning, and episodic memory.
Personnel PsychologyTHEORY TESTING: COMBINING PSYCHOMETRIC META‐ANALYSIS AND STRUCTURAL EQUATIONS MODELING
925 Citations1995Chockalingam Viswesvaran, Deniz S. Öneş
PsychometrikaOn Structural Equation Modeling with Data that are not Missing Completely at Random
889 Citations1987Bengt Muthén, David M. Kaplan +1 more
A general latent variable model is given which includes the specification of a missing data mechanism which allows for an elucidating discussion of existing general multivariate theory bearing on maximum likelihood estimation with missing data.
Journal of Applied PsychologyImpact of job experience and ability on job knowledge, work sample performance, and supervisory ratings of job performance.
744 Citations1986Frank L. Schmidt, John E. Hunter +1 more
Sociological Methods & ResearchRobustness Studies in Covariance Structure Modeling
736 Citations1998Jeffrey Johannes Hoogland, Anne Boomsma
Psychological MethodsMeta-analysis of correlation coefficients: A Monte Carlo comparison of fixed- and random-effects methods.
708 Citations2001Andy P. Field
Two Monte Carlo simulations are presented that compare the efficacy of the Hedges and colleagues, Rosenthal-Rubin, and Hunter-Schmidt methods for combining correlation coefficients for cases in which population effect sizes were both fixed and variable.
PsychometrikaOn the Relationship between iTem Response Theory and Factor Analysis of Discretized Variables
698 Citations1987Yoshio Takane, Jan de Leeuw
Structural Equation Modeling A Multidisciplinary JournalCFI versus RMSEA: A comparison of two fit indexes for structural equation modeling
655 Citations1996Edward E. Rigdon
Journal of Applied PsychologyA meta-analytical structural equations analysis of a model of employee turnover.
615 Citations1992Peter W. Hom, Fanny Caranikas-Walker +2 more
Psychological MethodsMeta-analytic structural equation modeling: A two-stage approach.
595 Citations2005Mike W.‐L. Cheung, Wai Chan
A 2-stage structural equation modeling (TSSEM) method is proposed to incorporate meta-analytic techniques and SEM into a unified framework and results reveal that the univariate-r, univariable-z, and TSSEM methods perform well in testing the homogeneity of correlation matrices and estimating the pooled correlation matrix.
Psychological BulletinAnalysis of correlation matrices using covariance structure models.
549 Citations1989Robert Cudeck
Psychological ReviewUnder what conditions does theory obstruct research progress?
531 Citations1986Anthony G. Greenwald, Anthony R. Pratkanis +2 more
Researchers display confirmation bias when they persevere by revising procedures until obtaining a theory-predicted result, which produces findings that are overgeneralized in avoidable ways, and this in turn hinders successful applications.
Psychological MethodsPeople are variables too: Multilevel structural equations modeling.
473 Citations2005Paras Mehta, Michael C. Neale
The article uses confirmatory factor analysis (CFA) as a template to explain didactically multilevel structural equation models (ML-SEMS) and to demonstrate the equivalence of general mixed-effects models and ML-SEM.
Journal of Occupational and Organizational PsychologyMotivational bases of affective organizational commitment: A partial test of an integrative theoretical model
452 Citations1999Lillian T. Eby, Deena M. Freeman +2 more
Journal of Applied PsychologyDistinguishing contextual performance from task performance for managerial jobs.
430 Citations1999James M. Conway
Multivariate Behavioral ResearchHave Multilevel Models Been Structural Equation Models All Along?
383 Citations2003Patrick J. Curran
Why SEM and MLM are analytically equivalent methods in the presence of nesting due to repeated observations over time is explored, and how this equivalency can be capitalize on to allow for the extension of SEMs to a general class of nested data structures.
Sociological MethodologyEstimation of Linear Models with Incomplete Data
266 Citations1987Paul D. Allison
Elsevier eBooksMultivariate Meta-analysis
265 Citations2000Betsy Jane Becker
This chapter reviews meta-analytic methods for synthesis of multivariate data to estimate magnitudes of effect across studies, and to examine variation in patterns of outcomes.
Structural Equation Modeling A Multidisciplinary JournalComparison of Approaches to Constructing Confidence Intervals for Mediating Effects Using Structural Equation Models
252 Citations2007Mike W.‐L. Cheung
Multivariate Behavioral ResearchEvaluating and Modifying Covariance Structure Models: A Review and Recommendation
247 Citations1990David M. Kaplan
The approach advocated in this article allows one to determine the extent of sample size sensitivity and the effects of specification error by relying on existing statistical theory underlying covariance structure models.
Journal of Educational and Behavioral StatisticsEstimating Multilevel Linear Models as Structural Equation Models
245 Citations2003Daniel J. Bauer
It is demonstrated that a broad class of MLMs may be estimated as structural equation models (SEMs), and within the SEM approach it is possible to include measurement models for predictors or outcomes, and to estimate the mediational pathways among predictors explicitly, tasks which are currently difficult with the conventional approach to multilevel modeling.
Specification and Estimation of Mean- and Covariance-Structure Models
188 Citations1995Michael W. Browne, Gerhard Arminger
Structural Equation Modeling A Multidisciplinary JournalThe Growth of Structural Equation Modeling: 1994-2001
186 Citations2003Scott L. Hershberger
Journal of Educational StatisticsUsing Results From Replicated Studies to Estimate Linear Models
168 Citations1992Betsy Jane Becker
Psychological MethodsA model for integrating fixed-, random-, and mixed-effects meta-analyses into structural equation modeling.
164 Citations2008Mike W.‐L. Cheung
The present article proposes a model to integrate fixed-, random-, and mixed-effects meta-analyses into the SEM framework, and shows how the SEM-based meta-analysis can be used to handle missing covariates, to quantify the heterogeneity of effect sizes, and to address the heterogeneityof effect sizes with mixture models.
Structural Equation Modeling A Multidisciplinary JournalPerformance of Modified Test Statistics in Covariance and Correlation Structure Analysis Under Conditions of Multivariate Nonnormality
159 Citations2000Rachel T. Fouladi
Journal of Cross-Cultural PsychologyEvaluating Multilevel Models in Cross-Cultural Research
125 Citations2006Mike W.‐L. Cheung, Kwok Leung +1 more
Journal of Applied Social PsychologySocial Power Bases: A Meta‐Anaiytic Examination of Interrelationships and Outcomes<sup>1</sup>
112 Citations1993Paula Phillips Carson, Kerry D. Carson +1 more
Psychological MethodsMeta-Analytic Methods of Pooling Correlation Matrices for Structural Equation Modeling Under Different Patterns of Missing Data.
98 Citations2005Carolyn F. Furlow, S. Natasha Beretvas
Three methods of synthesizing correlations for meta-analytic structural equation modeling (SEM) under different degrees and mechanisms of missingness were compared for the estimation of correlation and SEM parameters and goodness-of-fit indices by using Monte Carlo simulation techniques.
Structural Equation Modeling A Multidisciplinary JournalConfirmatory Factor Analysis With Different Correlation Types and Estimation Methods
82 Citations2000Randall E. Schumacker, Susan T. Beyerlein
Structural Equation Modeling A Multidisciplinary JournalModel Specification Searches Using Ant Colony Optimization Algorithms
79 Citations2003George A. Marcoulides, Zvi Drezner
The procedure is applied to model specification searches in structural equation modeling and the results demonstrate the capabilities of ant colony optimization algorithms for conducting automated searches.
Organizational Research MethodsTesting Dependent Correlation Coefficients via Structural Equation Modeling
68 Citations2004Mike W.‐L. Cheung, Wai Chan
Human Communication ResearchThe Advantages of Using Standardized Scores in Causal Analysis
57 Citations2002John E. Hunter, Mark A. Hamilton
Structural Equation Modeling A Multidisciplinary JournalModel specification searches in structural equation modeling using tabu search
50 Citations1998George A. Marcoulides, Zvi Drezner +1 more
British Journal of Mathematical and Statistical PsychologyScale invariance and the factor analysis of correlation matrices
46 Citations1978William R. Krane, Roderick P. McDonald
Structural Equation Modeling A Multidisciplinary JournalOn the growth of structural equation modeling in psychological journals
44 Citations1996Paul F. Tremblay, R. C. Gardner
Educational and Psychological MeasurementClassifying Correlation Matrices Into Relatively Homogeneous Subgroups: A Cluster Analytic Approach
41 Citations2005Mike W.‐L. Cheung, Wai Chan
Structural Equation Modeling A Multidisciplinary JournalTesting Multivariable Covariance Structure and Means Hypotheses via Structural Equation Modeling
37 Citations2001Tenko Raykov
Structural Equation Modeling A Multidisciplinary JournalEvaluation of an Approximate Method for Synthesizing Covariance Matrices for Use in Meta-Analytic SEM
36 Citations2006S. Natasha Beretvas, Carolyn F. Furlow
Journal of Educational StatisticsCovariance Structures Under Polynomial Constraints: Applications to Correlation and Alpha-Type Structural Models
36 Citations1983P. M. Bentler, Sik‐Yum Lee
PsychometrikaOn Nonequivalence of Several Procedures of Structural Equation Modeling
35 Citations2005Ke‐Hai Yuan, Wai Chan