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Cognitive load theory

Cognitive load refers to the amount of mental resources required of an individual to process information.

Sweller, 1988

Add up everything the screen asks for at once, and take away half.

Every screen charges a piece of the attention of whoever uses it, and that budget is small and fixed. John John SwellerFormulated cognitive load theory, which separates the load inherent in the task from the load the design adds needlessly.2 references in this work:1988Cognitive load during problem solving: effects on learning1998Cognitive architecture and instructional designSee on Wikipedia ↗See in the bibliography → formulated the idea in 1988 while studying an awkward result: students solved the maths problems and did not learn from them. Chasing the answer used up so much capacity that none was left to build the schema that would serve next time. The useful part of the theory, for whoever designs, is the separation between the load that comes from the problem itself and the load that comes from the way it was presented. The first is the work; the second is waste you put there.

What the brain does with it

The biological mechanism behind the effect, and how much of it was actually measured.

The load the theory measures is that of working memoryThe mental space where the person holds what they are using right now. It holds about four things, and they fade in seconds if they are not used.See it in Memory →See in the glossary →, and this part is solid: keeping information active while operating on it depends on the prefrontal cortexThe region behind the forehead, where the person decides, plans and sustains attention. It keeps one thing in focus at a time and inhibits the rest: it is where the bottleneck of conscious decision usually tightens.See it in Memory →See in the glossary → and the frontoparietal circuitsThe pair that supports working memory: the prefrontal cortex holds the information active while the parietal lobe keeps track of where things are.See it in Memory →See in the glossary →, and the capacity is small enough to be the bottleneck for everything the screen asks the person to hold in their head while they work. Ten years after the 1988 article, Sweller and colleagues separated three sources of load — the intrinsic load of the task, the extraneous load imposed by the material and a third, which would build understanding — and it is the second that design controls. The third did not survive revision, and in 2010 Sweller himself stopped treating it as a separate source. Load is measured in time, errors and retained capacity. There is no measure of cognitive load in stress hormone or in any other hormone. The prefrontal cortex and the frontoparietal circuits come from working memory studies (Alan BaddeleyFormulated the model of working memory this site uses as its base, the phonological loop, the visuospatial sketchpad and the central executive.One reference in this work:2003Working memory: looking back and looking forwardSee on Wikipedia ↗See in the bibliography →, 2003), and their link to load theory is my own.

The body this law presumes

Who it was measured on, and what changes when the body on the other side is another.

See the full table →

an eraa condition

The theory says working memory holds about four things at once, and that ceiling is not the same for everyone, nor for the same person on different days. ManiMeasured farmers in Tamil Nadu before and after the harvest. The same farmers did better on the tasks after being paid.One reference in this work:2013Poverty impedes cognitive functionSee in the bibliography → and colleagues measured the clearest case: farmers in Tamil Nadu did better on cognitive tasks after the harvest than before it, and what changed between the two measurements was the bank account. The study is contested, because Science itself published a comment questioning the analysis of the laboratory experiments and the authors replied, but the part measured in the field, the same farmer before and after the harvest, is the one that depends least on that dispute. Worry takes up the same space as the task. The same reasoning applies to whoever reads in a language that is not their own, or is in a hurry, or afraid, even though there I am deducing from the mechanism and not citing a measurement. None of this weakens the theory, but it knocks down the fixed ceiling of four items that is usually cited alongside it.

How design translates it

What to do with it on a screen, without turning a finding into a rule.

How to measure this in your product

Add up everything the screen asks for at once and take away half is the rule of thumb. It applies in four moves. Giving the content a hierarchy, so the person knows where to start; limiting what appears at once, so working memory does not overflow; moderating contrast, so emphasis keeps its value; and giving clear, respectful feedback, so an error does not cost a second reading. In a sign-up form, what actually weighs on working memory is what the person has to hold in their head, like the code that arrived by SMS while they leave the screen to fetch it. The visible fields cost reading and deciding, not memory space, so add up everything the screen asks for instead of counting how many fields fit into four.

Where it breaks

Where the law does not hold, holds less, or holds in reverse.

Reducing load by cutting necessary information pushes the cost forward: the person decides faster and errs more, and the error costs more than the reading would have.

Related neuromyths

What gets said about this concept out there, and what the evidence actually shows.

  • 95% of decisions happen in the unconscious.

    — so they say

    There is no primary source: it is attributed to a Harvard researcher who never published the figure in that form. The distinction between deliberate and automatic processing is real, but it does not come with a percentage. Whoever presents one is quoting marketing.

  • The senses take in 11 million bits per second and consciousness processes only 40.

    — so they say

    The numbers come from a 1986 estimate of sensory channel capacity, not from a measurement of consciousness, and they became a slide without the caveat. They serve as a metaphor for saying that we filter a lot, and not as data to support a decision.

Um caso

A real product where this showed up, with what happened and where to check it.

Twenty-three fields to pay

The Baymard Institute has been measuring e-commerce checkouts in the United States for over a decade. The average flow shows 23.48 form elements by default, when an ideal flow fits into twelve to fourteen. On the other side of the ledger, 17% of people who abandoned a purchase said the reason was a checkout that was too long or too complicated, and the average cart abandonment rate, across fifty studies, is 70.22%. The 17% comes from people stating the reason, not from a controlled test, and the figures are from September 2025, because Baymard updates the series. The theory shows up there at market scale. The screen asks for almost double what the decision requires, and the difference shows up as people who give up before paying. It is worth counting the fields in your form and asking, of each one, whether it changes anyone’s decision.

Baymard Institute, 2025

Experimente

A piece to check in your own body what the text has just claimed.

Who organises the information: you or the screen

Click Start. In each round, find and click the 8 triangles as fast as you can. There are always 36 pieces and always 8 triangles — what changes is how organised the screen already is. At the end the times are compared.

Click all the triangles. There are 8, always. There will be 9 short rounds, in three different arrangements of the same screen.

The work of sorting does not disappear: either the designer does it once, at design time, or each user redoes it, every time they open the screen. Consistent colour is cheap and already helps; grouping in space takes more work and is what reduces search time the most.

Neighbouring concepts

Structures linked by a bridge of my own

Sibling concepts

Fontes

Enunciado citado de Sweller, 1988.

  • SWELLER, J. Cognitive load during problem solving: effects on learning. Cognitive Science, v. 12, n. 2, p. 257-285, 1988. DOI

Leitura complementar: Cognitive Load Laws of UX em inglês

Ver a bibliografia completa do trabalho →