Understanding Learning Styles Simulator

Content Channels

Visual channel 0.7

Auditory channel 0.7

Kinesthetic channel 0.7

Learner Mastery

Visual learner

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Auditory learner

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Kinesthetic learner

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Leading style

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How it works

A single lesson is broadcast simultaneously through three channels: a visual stream (diagrams, colour, motion), an auditory stream (narration, spoken explanation) and a kinesthetic stream (hands-on manipulation). Each of the three learner profiles has a fixed affinity to each channel — a visual learner absorbs the visual stream almost fully but only partly benefits from the other two, and likewise for the auditory and kinesthetic learners. Every frame, each learner's mastery grows in proportion to how much of the channel mix actually matches their profile.

gain_i = Σ_c channel_c · affinity_i,c
mastery_i += gain_i · rate · dt   (clamped to 100%)

Visual channel — diagrams, charts and colour cues; drives the visual learner's orbiting particle stream fastest.
Auditory channel — narrated explanation; drives the auditory learner's stream fastest.
Kinesthetic channel — hands-on, physical practice; drives the kinesthetic learner's stream fastest.
Affinity mismatch — a channel a learner is not tuned to still helps a little (cross-modal transfer is real), just far more slowly.

Real-world relevance: no single delivery format serves every learner equally well. Blending channels — a diagram plus a spoken walkthrough plus a small hands-on task — lets every profile pick up enough of the signal it is tuned to, which is closer to how well-designed lessons and training materials are actually built.

Visual learner Auditory learner Kinesthetic learner Content hub

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