Teacher candidates mostly viewed AI in language learning positively

What the study found: Turkish language teacher candidates mostly expressed optimistic views of artificial intelligence (AI) in language learning. Across 46 valid metaphors, the participants’ ideas fell into five thematic categories, and 78.3% of them were positive or neutral, while 21.7% expressed concerns.

Why the authors say this matters: The authors conclude that understanding teacher candidates’ views is important for human-centred AI integration in education. They say the findings emphasise the need to include AI literacy and ethics in teacher education.

What the researchers tested: The study used a qualitative phenomenological design to explore metaphors from 46 Turkish language teacher candidates, who were third- and fourth-year undergraduates in Northern Cyprus. Participants responded to the prompt “AI is like because…”, and the answers were collected through open-ended questions and analysed with content analysis and expert validation.

What worked and what didn't: Participants produced 46 valid metaphors that were grouped into five categories: AI as Teacher or Learner, AI as Method/Strategy, AI as Evolving Living Organism, AI as Guide/Helper, and AI as Danger/Threat. Four categories reflected positive or neutral attitudes, such as seeing AI as a clever teacher, a useful tool, a growing entity, or a guide; one category reflected negative views, describing AI as a destructive force.

What to keep in mind: The abstract does not report limitations beyond the small, specific sample of 46 teacher candidates in Northern Cyprus. The findings are based on one prompt and one group of language teacher candidates, so the summary does not describe broader populations or settings.

Key points

• 46 Turkish language teacher candidates generated 46 valid metaphors about AI in language learning.
• Most participants, 78.3%, expressed optimistic or neutral views of AI.
• One theme portrayed AI negatively as a danger or threat, including descriptions of AI as a destructive force.
• The five themes included AI as teacher/learner, method/strategy, evolving living organism, guide/helper, and danger/threat.
• The authors say the findings support AI literacy and ethics in teacher education.