Researchers studied informal digital learning of English—such as learning outside formal classes—among English learners in Iran. They analyzed 250 questionnaires and conducted 10 semi-structured interviews to compare learning activities involving AI with those that did not.

Both types of digital learning were associated with the emotional factors examined. However, regression models found that only non-AI learning, along with motivation, grit and self-confidence, significantly predicted willingness to communicate in English. Interview themes suggested that non-AI activities encouraged more community engagement and situational awareness than AI-mediated activities.