Code for: Dealing with Dependent Effect Sizes in MASEM: A comparison of different approaches using empirical data. .
Author(s) / Creator(s)
Stolwijk, Isidora
Abstract / Description
Code for MASEM and moderator analyses with the WPL-approach
Code for: Stolwijk, I., Jak, S., Eichelsheim, V., & Hoeve, M. (2022). Dealing With Dependent Effect Sizes in MASEM. Zeitschrift für Psychologie, 230(1), 16-32. https://doi.org/10.1027/2151-2604/a000485
The objective of the present study was to examine whether different methods for dealing with dependency in meta-analytic structural equation modeling (MASEM) lead to different results. Four different methods for dealing with dependent effect sizes in MASEM were applied to empirical data, including: (1) ignoring dependency; (2) aggregation; (3) elimination; and (4) a multilevel approach. Random-effects two-stage structural equation modeling was conducted for each method separately, and potential moderators were examined using subgroup analysis. Results demonstrated that the different methods of dealing with dependency in MASEM lead to different results. Thus, the decision on which approach should be used in MASEM-analysis should be carefully considered. Given that the multilevel approach is the only approach that includes all available information while explicitly modeling dependency, it is currently the theoretically preferred approach for dealing with dependency in MASEM. Future research should evaluate the multilevel approach with simulated data.
Keyword(s)
meta-analytic structural equation modeling (MASEM) structural equation modeling dependent effect sizes meta-analysis subgroup analysisPersistent Identifier
Date of first publication
2021-09-24
Publisher
PsychArchives
Is referenced by
Citation
Stolwijk, I. (2021). Code for: Dealing with Dependent Effect Sizes in MASEM: A comparison of different approaches using empirical data. . PsychArchives. https://doi.org/10.23668/PSYCHARCHIVES.5129
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Analyses WPL.RR script - 6.85KBMD5: a4071d90aeba49287f73a388ed5f9715Description: code for the MASEM and moderator analyses for the WPL-approach
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There are no other versions of this object.
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Author(s) / Creator(s)Stolwijk, Isidora
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PsychArchives acquisition timestamp2021-09-24T06:54:07Z
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Made available on2021-09-24T06:54:07Z
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Date of first publication2021-09-24
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Abstract / DescriptionCode for MASEM and moderator analyses with the WPL-approach Code for: Stolwijk, I., Jak, S., Eichelsheim, V., & Hoeve, M. (2022). Dealing With Dependent Effect Sizes in MASEM. Zeitschrift für Psychologie, 230(1), 16-32. https://doi.org/10.1027/2151-2604/a000485en
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Abstract / DescriptionThe objective of the present study was to examine whether different methods for dealing with dependency in meta-analytic structural equation modeling (MASEM) lead to different results. Four different methods for dealing with dependent effect sizes in MASEM were applied to empirical data, including: (1) ignoring dependency; (2) aggregation; (3) elimination; and (4) a multilevel approach. Random-effects two-stage structural equation modeling was conducted for each method separately, and potential moderators were examined using subgroup analysis. Results demonstrated that the different methods of dealing with dependency in MASEM lead to different results. Thus, the decision on which approach should be used in MASEM-analysis should be carefully considered. Given that the multilevel approach is the only approach that includes all available information while explicitly modeling dependency, it is currently the theoretically preferred approach for dealing with dependency in MASEM. Future research should evaluate the multilevel approach with simulated data.en
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Publication statusunknown
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Review statusunknown
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SponsorshipSuzanne Jak was supported by the Dutch Research Council with the grant VI.Vidi.201.009.en
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CitationStolwijk, I. (2021). Code for: Dealing with Dependent Effect Sizes in MASEM: A comparison of different approaches using empirical data. . PsychArchives. https://doi.org/10.23668/PSYCHARCHIVES.5129en
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Persistent Identifierhttps://hdl.handle.net/20.500.12034/4552
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Persistent Identifierhttps://doi.org/10.23668/psycharchives.5129
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Language of contenteng
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PublisherPsychArchives
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Is referenced byhttps://doi.org/10.1027/2151-2604/a000485
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Is related tohttps://www.psycharchives.org/handle/20.500.12034/4553
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Is related tohttps://doi.org/10.1027/2151-2604/a000485
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Keyword(s)meta-analytic structural equation modeling (MASEM)en
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Keyword(s)structural equation modelingen
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Keyword(s)dependent effect sizesen
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Keyword(s)meta-analysisen
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Keyword(s)subgroup analysisen
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Dewey Decimal Classification number(s)150
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TitleCode for: Dealing with Dependent Effect Sizes in MASEM: A comparison of different approaches using empirical data. .en
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DRO typecode