Productive Struggle

Productive struggle is the band of cognitive effort in which a learner is challenged enough to build durable schema but not so overwhelmed that they disengage or stall. In Cognitive Load Theory terms, it is the germane-load region between trivial completion and unproductive frustration: the tutor's job is to keep intrinsic load tractable, strip out extraneous load, and preserve the effortful work — retrieval, self-explanation, schema construction — that actually produces learning. In the generative AI tutoring literature, productive struggle names the effort a tutor must regulate rather than dissolve; the dominant failure mode of an unguarded LLM tutor is collapsing the struggle by substituting an answer for the learner's attempt.

It sits adjacent to Bjork's desirable difficulties and Kapur's productive failure, but is not synonymous with either: it specifically names the effort a tutor or system is responsible for protecting.