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The bifactor structure of the Self-Compassion Scale: Bayesian approaches to overcome exploratory structural equation
Herbert W Marsh1, Madeleine I Fraser2, Arman Rakhimov3
1Institute for Positive Psychology and Education, Australian Catholic University.
The Self-Compassion Scale (SCS) has a two-factor structure, not one bipolar factor. This finding impacts how self-compassion research and clinical applications are interpreted and applied.
Area of Science:
- Psychology
- Psychometrics
- Clinical Measurement
Background:
- Self-compassion research heavily relies on Neff's Self-Compassion Scale (SCS).
- Debate exists regarding the global factor structure of the SCS (one vs. two factors).
- Previous models (ESEM + 2CFA) had methodological limitations and yielded inconsistent interpretations.
Purpose of the Study:
- To test a more appropriate bifactor model with two global factors for the SCS using Bayesian SEM.
- To address the debate on the SCS's global structure and its implications for research and practice.
- To provide a more accurate understanding of self-compassion measurement.
Main Methods:
- Applied recent advances in Bayesian SEM frameworks and fit indices.
- Tested a bifactor model with two global factors (6CFA + 2GlbBF).
- Analyzed correlations between compassionate self-responding (CS) and uncompassionate self-responding (RUS) factors.
Main Results:
- The two-global-factor bifactor model (6CFA + 2GlbBF) demonstrated good fit.
- Correlations between CS and RUS factors were significantly less than 1.0, refuting a single bipolar factor.
- The previously used 6ESEM + 2GlbCFA model was found to be internally inconsistent and discredited.
Conclusions:
- The SCS is better represented by two global factors (CS and RUS) rather than a single bipolar factor.
- Clinical applications and scoring of the SCS should consider these distinct components.
- The methodology offers a framework for evaluating other clinical measurement instruments.
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