All seven

Principle 05

Cognitive Load

Strip jargon until the graph fits in four chunks.

Function
Keep intrinsic load inside working memory
Substrates
Frontoparietal network · intraparietal sulcus
Intervention
Worked examples, segmenting, terminology suppression
In transfer
Stops overload during the first mapping.

Working memory holds about four chunks (Cowan, 2001 — not Miller’s 7). A schema is how experts cheat: a whole graph arrives as one chunk. Until that happens, element interactivity is lethal.

Extraneous load is the costume — extra labels, split attention, decorative chrome. Germane load is the work of assembling Σ. Means-ends problem solving as the first move in a new domain is exactly what CLT says not to do.

Sweller 1988; Sweller, van Merriënboer & Paas 1998; Cowan 2001