Ahmad Syawaluddin

Aligning artificial intelligence and human judgment in IELTS speaking assessment to develop a hybrid pedagogical framework for test preparation

This study investigates the alignment between human judgment and artificial intelligence (AI) in IELTS speaking assessment to inform effective pedagogical practices. Through a comparative analysis of 30 Indonesian EFL learners’ performances evaluated by two experienced human rate...