Language testing and assessment, especially in the context of second language acquisition, are instrumental in shaping educational trajectories and societal integration (Lynch, 2001). These processes, however, are not merely technical or administrative tasks; they are deeply embedded with ethical considerations that directly influence their fairness, transparency, and accountability (Estaji, 2011)