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This is a Quantitative Study study.

Non-Parametric Data Analysis for Likert Scale Variables in Quantitative Research Methodologies

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Discussion highlights the impact of using non-parametric methods on ordinal data analysis, emphasizing best practices.

Non-parametric data analysis respects the rank-order properties of Likert scale variables, ensuring statistical integrity.
The research underscores the importance of proper statistical approaches to avoid errors in interpreting ordinal data.
Shifting from individual items to composite scales can enhance the analysis by creating a quasi-continuous distribution.
Methodological considerations are critical in ensuring that researchers use appropriate techniques for ordinal measurements.

Thomas Van Wert (2025) studied this question.

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