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How Factor Analysis Results May Change Due to Country Context
Piotr Brzyski1, Maria Kózka2, Allison Squires3
1Chair of Epidemiology and Preventive Medicine and statistician, Jagiellonian University, Medical College, Krakow, Poland.
Factor analysis of the Practice Environment Scale of the Nursing Work Index (PES-NWI) in Poland revealed differences in factor loading due to country context. These findings highlight the importance of considering cultural context when using the PES-NWI for policy decisions.
Area of Science:
- Nursing research
- Health services research
- Psychometrics
Background:
- The Practice Environment Scale of the Nursing Work Index (PES-NWI) is a crucial tool for assessing nursing work environments.
- Cross-cultural adaptation of assessment tools is essential for valid international comparisons.
- Understanding how country context influences instrument factor structures is vital for accurate interpretation.
Purpose of the Study:
- To investigate how factor analysis results of a Polish translation of the PES-NWI are affected by the country's specific context.
- To assess the validity and reliability of the adapted Polish version of the PES-NWI.
Main Methods:
- A cross-sectional national survey of 2,605 registered nurses in 30 Polish hospitals.
- Exploratory Factor Analysis (EFA) using Principal Component Analysis (PCA) with varimax rotation.
- Confirmatory Factor Analysis (CFA) to evaluate the factor structure.
Main Results:
- Principal Component Analysis extracted six factors, explaining 56% of the variance.
- Varimax rotation yielded five factors, explaining 52.7% of the variance, aligning more closely with previous studies.
- Confirmatory Factor Analysis indicated that a five-factor model, derived from PCA, provided a better fit to the data than a theoretically driven model.
Conclusions:
- While the dimensions of nurses' work environments measured by the PES-NWI are conceptually consistent in Poland, their factor loadings differ.
- Country-specific factors within the health system or nursing profession may explain these variations.
- Results underscore the need to consider contextual differences when utilizing PES-NWI translations for policy-making.
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