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This study uses machine learning techniques to assess a cognitive GBA's validities, utilizing data from Landers et al. (2021). We used random forest models and variable importance calculations to support the GBA's construct and criterion-related validities. The results showed the promising potential of utilizing machine learning in the GBA field.