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This study investigated test-taking engagement through RT-based and model-based approaches using CAT data, comparing the results of both approaches. It also explored the relationship between English proficiency and test-taking engagement, offering insights into the underlying mechanisms. These results lay the foundation for subsequent studies integrating demographic and psychological variables.