Research Data

Dataset for: Dealing with Dependent Effect Sizes in MASEM: A comparison of different approaches using empirical data. Manuscript submitted for publication.

dependent effect sizes

Author(s) / Creator(s)

Stolwijk, Isidora

Abstract / Description

Dataset and codebook 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 meta-analysis subgroup analysis

Persistent Identifier

Date of first publication

2021-09-24

Publisher

PsychArchives

Is referenced by

Citation

Stolwijk, I. (2021). Dataset for: Dealing with Dependent Effect Sizes in MASEM: A comparison of different approaches using empirical data. Manuscript submitted for publication. [Data set]. PsychArchives. https://doi.org/10.23668/PSYCHARCHIVES.5130
  • Author(s) / Creator(s)
    Stolwijk, Isidora
  • PsychArchives acquisition timestamp
    2021-09-24T06:54:08Z
  • Made available on
    2021-09-24T06:54:08Z
  • Date of first publication
    2021-09-24
  • Abstract / Description
    Dataset and codebook 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
    en
  • Abstract / Description
    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.
    en
  • Review status
    unknown
  • Sponsorship
    Suzanne Jak was supported by the Dutch Research Council with the grant VI.Vidi.201.009.
    en
  • Citation
    Stolwijk, I. (2021). Dataset for: Dealing with Dependent Effect Sizes in MASEM: A comparison of different approaches using empirical data. Manuscript submitted for publication. [Data set]. PsychArchives. https://doi.org/10.23668/PSYCHARCHIVES.5130
    en
  • Persistent Identifier
    https://hdl.handle.net/20.500.12034/4553
  • Persistent Identifier
    https://doi.org/10.23668/psycharchives.5130
  • Language of content
    eng
  • Publisher
    PsychArchives
  • Is referenced by
    https://doi.org/10.1027/2151-2604/a000485
  • Is related to
    https://www.psycharchives.org/handle/20.500.12034/4552
  • Is related to
    https://doi.org/10.1027/2151-2604/a000485
  • Keyword(s)
    meta-analytic structural equation modeling (MASEM)
    en
  • Keyword(s)
    structural equation modeling
    en
  • Keyword(s)
    meta-analysis
    en
  • Keyword(s)
    subgroup analysis
    en
  • Dewey Decimal Classification number(s)
    150
  • Title
    Dataset for: Dealing with Dependent Effect Sizes in MASEM: A comparison of different approaches using empirical data. Manuscript submitted for publication.
    en
  • Alternative title
    dependent effect sizes
    en
  • DRO type
    researchData