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Cognitive load

The amount of working-memory capacity a task demands at a given moment; a learner with no automatic recall yet for a new skill has little spare capacity left for the added demand of a Socratic question, which is why scaffolding matches question difficulty to demonstrated stage rather than asking hard questions uniformly (Sweller, Cognitive Science, 1988).

Defined in 2 GAGE programs, which carry 4 distinct definitions of it. The wording above is taught in Engineering Judgment and Professional Formation.

How each discipline defines it

The same term does different work depending on who is using it. These are the definitions as each program teaches them, unedited.

Engineering Judgment and Professional Formation

The amount of working-memory capacity a task demands at a given moment; a learner with no automatic recall yet for a new skill has little spare capacity left for the added demand of a Socratic question, which is why scaffolding matches question difficulty to demonstrated stage rather than asking hard questions uniformly (Sweller, Cognitive Science, 1988).

Certified AI Practitioner: Workplace Foundations

The amount of working-memory effort a task demands. Cognitive Load Theory (Sweller) divides it into intrinsic load (the inherent difficulty of the material, which can only be sequenced well), extraneous load, and germane load (the productive effort of understanding and using the material).

Certified AI Practitioner: Workplace Foundations

The amount of working memory a task demands. Automatic tool use lowers it, freeing attention for higher-level understanding.

Engineering Judgment and Professional Formation

The amount of new, unorganized information a reader's working memory has to hold at once; described by educational psychologist John Sweller starting in 1988, and the underlying reason conclusion-first writing is easier for a reader to use than chronological, evidence-first writing.

Where it is taught

The exact lessons this term appears in. The first module of every program is free with a free account.

Where it shows up at work

A definition is where Cognitive load starts. The lessons above teach it inside the competencies below, which are what job descriptions ask for and what the GAGE credential records. Every link here is drawn from the same careers map that builds a role's readiness check.

Turns technical uncertainty into a one-page decision: material risks, trends, exceptions, remediation, and what the board is being asked to accept.

One lesson on this page teach it as a primary outcome.

Designs role-based AI training that measures skill, not attendance, with approved-use guidance, office hours and communities of practice.

One lesson on this page teach it as a primary outcome.

Roles that hire for it

Each role page shows the full competency set, what the seat decides, and a readiness check against your own evidence.

How job descriptions say it

Postings rarely use the textbook word. These are the phrases the careers map reads as asking for the competencies above.

“board reporting”“executive communication”“brief executives”“present to leadership”“executive summary”“learning and development”

Where the frameworks place it: EU AI Act Article 4; DOL AI Literacy Framework.

One interview question about it

Brief a board on an AI risk in two minutes. What do you say, and what do you leave out?

Asked of candidates for executive and board communication on ai risk. Answering it in your own words is exactly how a GAGE topic is passed, and the credential records the pass where an employer can check it.

If you come from another field

Some backgrounds already carry this competency, and the readiness check gives credit for it.

Terms it appears with

Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.