Adult learners perceive conversational AI as thinking partners that support problem exploration without direct instruction¶

Claim · All claims
Evidence · 1 study · qualitative r? · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q2 i? Adult learners perceived chatbots and conversational AI as supporting problem exploration by surfacing assumptions and anticipating failure points before guidance is given. → Jinhee Kim 2026

Evidence¶

Jinhee Kim 2026¶

Jinhee Kim, Xi Lin, Seongryeong Yu, Rita Detrick. (2026). Designing AI systems to support a productive-failure-based learning: insights from adult learners on AI applications and AI system design principles. Education Tech Research Dev. https://doi.org/10.1007/s11423-026-10655-6

q2 · i? · qualitative · r?

Focus group interviews with 35 graduate students in seven cross-institutional teams, anchored in storyboards and paper prototypes, thematically analyzed. Learners described chatbots posing failure-based questions; one participant noted the chatbot encouraged learners to "surface assumptions and anticipate failure points before receiving any guidance."

"one team’s prototype included a chatbot that posed questions such as, “Under what real-world conditions would this solution break down, and why?”, encouraging learners to surface assumptions and anticipate failure points before receiving any guidance."

Discussion¶

Related Claims¶

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