Dyscalculia-Aware Learning Support

Definition

Dyscalculia-Aware Learning Support examines the mechanisms, conditions and outcomes through which this factor shapes human cognition, learning, collaboration or sustainable performance in AI-supported settings.

Why this matters

Dyscalculia-Aware Learning Support may materially affect human capability, independence, confidence, safety and productivity. Poorly designed assistance can create hidden costs even where short-term output appears to improve.

Research questions

Which representations and feedback methods improve number understanding for learners with dyscalculia?

Hypotheses

Concrete visual magnitude representations will improve transfer more than repetitive symbolic practice.

Proposed methods

participatory design; within-person studies; accessibility testing; longitudinal diaries; mixed-method pilots; subgroup analysis; pre-registered analysis; active comparison; subgroup and accessibility analysis; delayed retention or longitudinal follow-up; adverse-effect capture; reproducibility testing; participant debrief

Stakeholders and beneficiaries

neurodivergent people; clinicians; educators; families; disability advocates; employers; accessibility specialists; AI developers; dyscalculia specialists; educational psychologists