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Code for: Re‐Examination of the Reciprocal Relation Between Intrinsic Motivation and Competence Beliefs in Math Using the Random‐Intercept Cross‐Lagged Panel Framework

Author(s) / Creator(s)

Paschke, Patrick
Steinmayr, Ricarda
Mertens, Alica
Neubauer, Andreas B.
Spinath, Birgit

Abstract / Description

Previous studies employing cross‐lagged panel models (CLPMs) found mixed results regarding reciprocal relations between competence beliefs and intrinsic motivation. CLPMs have been criticized for leading to erroneous causal inference in certain situations. Two datasets were analyzed regarding reciprocal relations between competence beliefs and intrinsic motivation with the alternative random‐intercept cross‐laged panel models (RI‐CLPMs). One dataset contained 670 2nd to 3rd grade students (M = 8.80 years old, 98% white, 55.7% female) and the second dataset contained 542 2nd to 4th grade students (M = 7.96 years old, 76.7% native German speakers, no information on ethnicity, 50.2% female) in Germany. The results revealed little to no evidence for reciprocal relations between the constructs.
Paschke, P., Steinmayr, R., Mertens, A., Neubauer, A. B., & Spinath, B. (accepted). Re‐Examination of the Reciprocal Relation Between Intrinsic Motivation and Competence Beliefs in Math Using the Random‐Intercept Cross‐Lagged Panel Framework. Child Development.

Keyword(s)

random intercept cross-lagged panel mode intrinsic motivation competence beliefs

Persistent Identifier

Date of first publication

2025-08-29

Publisher

PsychArchives

Citation

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  • Author(s) / Creator(s)
    Paschke, Patrick
  • Author(s) / Creator(s)
    Steinmayr, Ricarda
  • Author(s) / Creator(s)
    Mertens, Alica
  • Author(s) / Creator(s)
    Neubauer, Andreas B.
  • Author(s) / Creator(s)
    Spinath, Birgit
  • PsychArchives acquisition timestamp
    2025-08-29T10:50:50Z
  • Made available on
    2025-08-29T10:50:50Z
  • Date of first publication
    2025-08-29
  • Abstract / Description
    Previous studies employing cross‐lagged panel models (CLPMs) found mixed results regarding reciprocal relations between competence beliefs and intrinsic motivation. CLPMs have been criticized for leading to erroneous causal inference in certain situations. Two datasets were analyzed regarding reciprocal relations between competence beliefs and intrinsic motivation with the alternative random‐intercept cross‐laged panel models (RI‐CLPMs). One dataset contained 670 2nd to 3rd grade students (M = 8.80 years old, 98% white, 55.7% female) and the second dataset contained 542 2nd to 4th grade students (M = 7.96 years old, 76.7% native German speakers, no information on ethnicity, 50.2% female) in Germany. The results revealed little to no evidence for reciprocal relations between the constructs.
    en
  • Abstract / Description
    Paschke, P., Steinmayr, R., Mertens, A., Neubauer, A. B., & Spinath, B. (accepted). Re‐Examination of the Reciprocal Relation Between Intrinsic Motivation and Competence Beliefs in Math Using the Random‐Intercept Cross‐Lagged Panel Framework. Child Development.
    en
  • Publication status
    acceptedVersion
  • Review status
    peerReviewed
  • Table of contents
    Calculating McDonald's Omega: Four Mplus files for computing McDonald's Omega in the two Datasets (Dataset 1 and Dataset 2) X the two scales (competence beliefs and intrinsic motivation); Models: Twelve Mplus files for the three Datasets (Dataset 1, Dataset 2 with three measurement points, Dataset 2 with seven measurement points) X the two model types (RI-CLPM, CLPM) X two different model constraints (cross-lagged, autoregressive); Testing Measurement Invariance: Four folders for testing configural, metric, residual, and scalar measurement invariance containing four Mplus files each for the two Datasets (Dataset 1, Dataset 2) X the two scales (competence beliefs, intrinsic motivation)
  • Persistent Identifier
    https://hdl.handle.net/20.500.12034/16572
  • Persistent Identifier
    https://doi.org/10.23668/psycharchives.21172
  • Language of content
    eng
  • Publisher
    PsychArchives
  • Keyword(s)
    random intercept cross-lagged panel mode
  • Keyword(s)
    intrinsic motivation
  • Keyword(s)
    competence beliefs
  • Dewey Decimal Classification number(s)
    150
  • Title
    Code for: Re‐Examination of the Reciprocal Relation Between Intrinsic Motivation and Competence Beliefs in Math Using the Random‐Intercept Cross‐Lagged Panel Framework
    en
  • DRO type
    code