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Working Memory and Reasoning Are Closely Related. They Are Not the Same Thing

The correlation between them is one of the sturdier findings in cognitive psychology. How strong it is, and what it implies about training either one, is where the agreement stops.

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What you need to know

  • Working memory means holding information in mind while doing something with it — not simply storing it.
  • Measures of working memory correlate substantially with measures of reasoning. That the relationship exists is not in dispute.
  • How strong the relationship is varies considerably with how each is measured, and claims that the two are effectively the same construct go beyond what the evidence supports.
  • Training a working memory task reliably improves that task. Whether the improvement carries over to reasoning is the part that has repeatedly failed to replicate.

Working memory is one of the few technical terms in cognitive psychology that has escaped into ordinary speech, usually in a slightly wrong form. It does not mean short-term storage, and it is not a measure of how many things you can remember. It means holding information available while operating on it — keeping the first half of a sentence live while parsing the second, tracking two constraints while checking whether a third is consistent with them.

How it is measured

The standard laboratory tools are complex span tasks. You are given something to remember, then interrupted with an unrelated judgement, then given the next thing to remember, and so on, and finally asked to recall the sequence. The interruption is the point: simple storage would be easy, and the task is built so that storage and processing compete.

Clinical batteries measure something adjacent. The Wechsler scales, for instance, carry a working memory index built from subtests such as repeating digit sequences forwards and backwards. It is not identical to a laboratory complex span task, which is one reason effect sizes differ across studies that all say “working memory”.

The relationship with reasoning

Reasoning, in this literature, usually means fluid reasoning: solving novel problems that do not depend on stored knowledge — matrix items, series completion, logical inference from unfamiliar premises. Across a large number of studies, working memory measures and fluid reasoning measures correlate substantially and positively. That finding is robust and has been replicated many times.

What the correlation means is where the field divides. One camp reads it as evidence that the capacity to maintain and control information is close to the core of what reasoning ability is. Another argues the overlap is real but has been inflated by shared task demands — both kinds of test require you to sit still, follow instructions, resist distraction and work under time pressure — and that stripping those shared demands out leaves two related but genuinely distinct abilities.

Two things can be strongly related and still not be the same thing. That gap is where the argument lives.

The training question

This is not an academic dispute, because a whole product category rests on the answer. If working memory capacity is close to the core of reasoning, and if it can be trained, then training it should raise reasoning ability. That syllogism is the entire premise of the brain-training industry.

The evidence has been unkind to it, and specifically to the second and third steps. Training on a working memory task reliably improves performance on that task, sometimes dramatically. Improvement on closely similar tasks — what researchers call near transfer — appears sometimes. Improvement on genuinely different measures, including reasoning tests, is what is called far transfer, and it is the claim that has repeatedly failed to hold up in larger, better-controlled studies and in meta-analyses that account for the quality of the control condition.

The control condition is the hinge. If the comparison group does nothing while the trained group does a demanding daily task, any improvement could be expectancy, motivation or simple familiarity with being tested. Studies with an active control — a group doing something equally engaging but unrelated — consistently report smaller transfer effects than studies without one. When you read a training claim, that is the first thing to check.

What is safe to say

  • Working memory and fluid reasoning are substantially correlated. This is well replicated and not seriously contested.
  • The size of the correlation depends heavily on how each construct was measured, so single reported figures should be treated as one estimate among many.
  • Whether the overlap reflects a shared underlying capacity or shared task demands is genuinely open.
  • Training a working memory task improves that task. That much is not in doubt.
  • Far transfer from that training to general reasoning is not established, and the better-controlled the study, the smaller the effect tends to be.
Your own number

Where would your own score land?

A full assessment reports more than one number for exactly this reason: reasoning, working memory and processing speed are related but separable, and a single total can hide a profile in which they diverge sharply. A result worth acting on names its scale, gives the percentile against a defined reference sample, shows the confidence range, and breaks the total down into the domains behind it.

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The useful takeaway is not a number. It is that “related” and “the same” are different claims, that most popular writing collapses them, and that a product built on the collapsed version is selling a step the research has not delivered.

Common questions

What is working memory, in plain terms?

The ability to hold information in mind while doing something with it — not simply storing it. Keeping the first half of a sentence live while you parse the second half is working memory; reciting a phone number you just heard is closer to simple short-term storage.

Is working memory the same as IQ?

No. Measures of the two correlate substantially, which is well replicated, but they are not interchangeable and the size of the relationship varies with how each is measured. Treating them as the same construct goes further than the evidence supports.

Do brain training apps work?

They reliably improve performance on the tasks they train. Whether that carries over to general reasoning — far transfer — is not established, and studies using an active control group, where the comparison group does something equally engaging, consistently report smaller effects than studies without one.

Sources for this story

  1. Reviews of working memory and cognitive training programmes and the evidence on transfer — Psychological Science in the Public Interest
  2. Technical and interpretive manuals for the Wechsler intelligence scales, covering the working memory index — Pearson
  3. Standards for Educational and Psychological Testing, on construct validity — American Educational Research Association, American Psychological Association and National Council on Measurement in Education

Corrections: spotted an error? Email corrections@iqmetrics.org and we will update this story and note the change here.

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Filed under#working memory#fluid reasoning#brain training#study quality

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