BRAINTESTING | INTELLIGENCE

Learn everything about
the Intelligence Quotient (IQ)

MEANING OF INTELLIGENCE QUOTIENT

The Intelligence Quotient is the level of intelligence of an individual according to the measurements made with one or more intelligence tests.

The level of intelligence, in other words the Intelligence Quotient, is always a comparison with the sample or group of individuals that took part in the creation of the test and is therefore always a relative measurement.

Traditionally it was calculated as a quotient but nowadays more complex calculations are performed as we explain here in depth.

IQ & INTELLIGENCE QUOTIENT

IQ is just an abbreviation meant to refer to the concept of Intelligence quotient. It is usually coupled with test (“IQ tests”) to talk about intelligence testing tools in a simple and general way.

DIFFERENCE WITH INTELLIGENCE

Intelligence and IQ are very close concepts and mirror each other. When we speak about intelligence (also called “g”) we are talking about the capacity of the person to adapt to the environment through a series of skills like reasoning or planning.

When we talk about IQ it refers to the measurements of that capacity according to specific tests, tools and conditions.

Intelligence is qualitative and cannot be measured perfectly and directly (also known as psychological latent variable). IQ is quantitative and will always be subject to some degree of error.

BASIC NUMBERS

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Average IQ of a group is always 100
80% of people have an IQ between 80 and 120
Only 3% have an IQ over 130

Three Key Aspects of IQ

One of the most heritable traits
Studies with twins reared apart show that the level of IQ can be attributed to genetic factors to a 50% degree. So the environment matters a lot too, but your biology is crucial and increases in relevance as you age.
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Complex, with many components
Intelligence is our unique and global capacity to proactively adapt to the environment. It is made up of several intelligence abilities that work with each other depending on the task.
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Predictive of other variables
IQ correlates strongly with many variables that represent important aspects of life, including academic and professional achievement, health and lifespan. But it is never the only important factor.
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The History of the IQ Concept

The Intelligence Quotient is a concept with barely one hundred years of age. After some debate in the first half of the 20th century, it is now widely accepted by the psychological community.
1904
The Department of Education of France makes a wise decision. Placing children in classes of special education would require an objective certification that it suffers from learning challenges. Binet and Simon are given the task of developing the necessary first version of an intelligence test. They will publish the first version in 1905.

Binet conceived intelligence as modifiable and wanted to use his tests to identify children that needed help. He thought that with “mental orthopedics” they would improve.
1908
Binet publishes a revised version of the original intelligence tests. Although those tests do not mention the concept of mental age specifically, the literature assigns to him around that time the first use of the concept. His goal was to create age standards or norms against which comparison could be possible.

As such mental age would be the average performance expected of a person according to its age level.

A comparison could also be made by subtracting the chronological age of the mental age to discover persons with superior or inferior capacities.
1912
William Stern publishes his book “The Psychological Methods of Testing Intelligence” and defends that calculating the “absolute difference between mental and chronological age is not adequate, because they do not mean the same thing at different ages”. 

Stern was concerned about the fact that intelligence neither grows with age linearly nor is it distributed equally among peers depending on the age level (at a given age the differences between peers could be smaller and at another age much bigger). He therefore proposed using a mental quotient which would result from computing mental age divided by chronological age (M.Q. = M.A. / C.A.).
1913
During a conference about intelligence testing in the USA, prof. Kuhlmann publishes an article arguing that it was necessary to better operationalize the concept of mental age and to standardize the score through the use of an index like Stern’s. He calls the index the intelligence quotient. The IQ index would allow to make comparisons between persons of the same age and also between persons of different age groups, in both cases understanding their relative position to their groups.
1916
Lewis Terman, the author of the first versions of the Stanford Binet test, starts using in his tests the concept of Intelligence Quotient, abbreviated as “I.Q.”. The index will be the one suggested by Stern and Kuhlman with a 100 constant (M.Q. = M.A. / C.A.* 100). Example ofa child: 15 years of mental age, while 14 year-old of chronological age, that is 15/14 * 100 = IQ of 107.
1920
New indexes and similar concepts start to appear. McCall introduces the ideal of educational quotient (EQ), in relation to the educational age. He also suggests that the index could be calculated restricted to any specific skill. For example we could compute the reading age or reading EQ (RQ). This index therefore is a comparison between the reading age and the average reading norm of his chronological age.

Another highly interesting proposal is the “accomplishment quotient” (AQ) of Franzen. This index can be calculated by dividing the actual level of achievement by the IQ. In a school example that would be dividing the child’s academic achievement quotient by the intelligence quotient from an intelligence test. The level of achievement would be the academic age of achievement divided by the chronological age.

Let’s imagine that the child is doing badly at school and has an achievement quotient of 90, while his IQ tests indicate he is very gifted with 120 IQ. The A.Q. = AchievementQuotient/ IQ = 90/120 * 100 = 75.

This measure is so interesting because it empowers to understand how children are doing versus what they are potentially capable of. Two children with the same achievement could have different A.Q. meaning that one is using more of its capacities than the other. In other words, which children are not taking advantage of their capacities, which is why some talked about the laziness factor.
1926
Other proposals arise like the Intelligence Coefficient and the Heinis Persona Constant, which wanted to take into account the non-linear trajectory of IQ as we age. These concepts, which are not indexes, would introduce some confusion and are the reason why some people wrongly talk about the Intelligence Coefficient to talk about IQ. 

A major evolution would occur when the renowned Thurstone advocated for the use of deviation scores and percentile ranks with the normal distribution. The normal distribution is a mathematical function that shows that most cases are in the center whereas the extremes are rare. The reason to use it is that any random variable follows a normal distribution, and so does intelligence. So for any group of people we select, people will be distributed that way (most in the center, some in the extremes).

This method solved the problem of the unperfect relationship between age and intelligence, and would soon become mainstream. Learn about this method of computation later in this page.
1939
The Wechsler Scale becomes the first relevant intelligent test to officially adopt the use of the normal curve and its deviations method to compute the IQ score. The scale author Dr. Wechsler indicated in the test manual that using deviations “relieves us from committing to any fixed average mental age for any specific age”.
1960
The Stanford Binet tests finally incorporate the use of the deviation computations instead of mental age indexes while still keeping the 100 + 16x scale. This will give the final boost to the deviation method, which will become the standard calculation until our present times.

Today

Nowadays psychologists continue to use Thurstone's deviation method. Any IQ score hence represents the relative position in comparison to the individuals that took part in the test calculations (called test sample) according to a normal distribution of intelligence
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Understand the meaning of any IQ score

For every IQ score, we offer a specific page explaining each concept and all related scores like the percentile and IQ ranges.

Trust in our experienced psychologists, they will offer a really good explanation of everything you need to understand. Consult any IQ score!
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How to calculate the Intelligence Quotient (IQ)

Calculating IQ scores can be quite complex. Do not worry if you do not understand the method the first time you read it. Below we summarize the relevant steps to give you a good idea. If you want a more detailed, easy-to-follow, and graphical explanation, continue learning about it afterwards on our dedicated IQ scale page.
Step 1: IQ is a group variable with a normal distribution
Like most variables with a big sample size, IQ has a distribution of scores that has most of its scores around the middle and fewer scores in the extremes. Mathematically it is represented by the complex “normal function”.
Step 2: Finding out the scale of each test
For any intelligence test, we can find the average score (mean), and how close to the mean the scores are in general (standard deviation). For example, a test with 40 questions could have a mean of 20 questions answered correctly and a standard deviation of 7.
Step 3: Normalizing the scores
Since each test has a different number of questions, we can only use its raw results to compare people who have performed the same test. To be able to compare people who have done different tests we need to work with the same scale (average and deviation). For that we normalize the test scale, that is, we translate the scores to have an average of 0 and a standard deviation of 1.

To achieve normalization we use the formula Y = (X - Mean) / Standard Deviation. In the previous example, if a score was 42, then the result is (42-40) / 7 = 0,287 in a normalized scale.
Step 4: Convert normalized scores to the common scale of “100 + 16x”
For historical reasons, and also for simplicity in the comparisons, the psychological community uses the “100 + 16x” scale, which means the average is 100 and the standard deviation is 16x. However, comparisons could have been made with a normalized scale too since all tests that have been normalized are already in the same scale and scores can be compared.

In terms of calculations, since in the previous step we have obtained a normalized score, it is now as easy as applying the new scale, that is Y’ = 100 + 16 * 0,287 = 104,59. We round up to an IQ of 105.

Learn everything about the IQ scale with step-by-step graphical explanations

From the computation of IQ tests with several scales to the understanding of the statistical foundation of the IQ scale, you can learn it all with intuitive graphical and statistical explanations in our dedicated page
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The components of IQ

Recent science (CHC theory) shows that Intelligence, and therefore Global IQ, is made up of several broad abilities

1
Reasoning
Also called fluid intelligence, it entails the capacity to focus, learn, understand relationships and solve problems. Includes inductive, deductive and quantitative reasoning.
2
Knowledge
Known as crystallized intelligence, it encompasses skills like vocabulary, information and foreign languages, among other.
3
Short-term Memory
Allows to store and utilize information kept in awareness for a very short period of time. Made up of working memory (to manipulate information) and memory span (enables simple repetition).
4
Long-term Memory
Necessary for many complex tasks, it is commonly described as the capacity to encode, store and retrieve information for minutes to years.
5
Processing speed
The velocity at which a person can perform tasks repetitively with success. Assessed in many different types of tasks.
6
Reaction and decision speed
How fast a person reacts to different stimuli and makes correct choices when given specific instructions.
7
Visual processing
Ability to solve visual problems using different skills like perception, imagination, transformation and simulation.
8
Domain-specific knowledge
Is the level of mastery that a person has in their professional field or area of focus.
9
Other abilities
Although the full list is under scientific debate, other commonly included abilities are psychomotor, auditory, olfactory or tactile.
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Related Questions
Why do many IQ tests only test reasoning?
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Because intelligence is highly correlated with its abilities but stronger with some of them. Reasoning specifically has a very strong relationship with intelligence and is therefore highly predictive.

In other words, if you know the reasoning score of a person, you can predict the global IQ pretty well. Of course, the intelligence assessment will be far more limited and will not give valuable information about the ability level in other areas which might be important in different life circumstances.

Can we talk about the IQ of each ability?
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Yes, when someone talks in general about IQ, they usually refer to the measurement of global intelligence. Some intelligence tests call it Global IQ or Full Scale IQ, which is a computation of the subscales IQs that test different intelligence abilities.

But since each ability can be measured independently, their measurements can also be called ability IQs, like for example Verbal IQ. Since IQ is always a metric that tells the relative position of an individual in comparison to a group, it can be used for any ability.

Some confusion is created by the fact that some tests measure only the Reasoning IQ to predict the Global IQ.

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IQ Evaluation

Types of Intelligence Quotient Tests

In the last century, many types of IQ tests have emerged. To have a clear picture of them, we present a summary of the types of IQ tests:

1. Online vs. In-person IQ Tests

Nearly all intelligence tests can be delivered online, except forsmall children. In general, the most valid tests like the Wechsler Scales are administered in person by a psychologist, as this allows them to understand the person much more deeply. They are long and quite expensive.
Shorter tests like the Raven or Cattell IQ tests are quite often delivered online. Less expensive, they offer a good alternative. But always use a website led by psychologists to ensure a reasonable price and quality without scams. You can try a good short IQ test on our website, but other good options are 123test.com and the IQ challenge of the Mensa website.

2. IQ Tests for Children versus for Adults

Most intelligence tests, like the Wechsler and Stanford-Binet tests, have a version for children and another one for adults. While most tasks are usually the same, some differ. The more so for younger kids.
Another relevant difference is that children's tests have scales specific for each age range, while adults share the same one.
Image of a child looking a map
Image of an exam

3. Tests with one scale versus multiple

IQ, as we explained in another section, is made up of many different abilities. But reasoning is its most powerful predictor.
While intelligence tests with many scales that evaluate the different abilities are the most precise and complete method to understand a person, shorter IQ tests focused on reasoning or verbal skills offer a pretty good approximation in a more time and cost-efficient manner.

4. By theoretical background

IQ Tests were originally created without an underpinning theoretical framework. Common tasks were pretty randomly selected and, through careful statistical analysis, those that predicted better the expected outcomes were included in the test. But precisely such statistical work, with time, would give rise to a very powerful theory called CHC Theory that states that intelligence is hierarchical and composed of many abilities.
Original tests like the Wechsler Scales and the Stanford-Binet test have been adapted to fit the theory and new tests are being developed based on it, like the Woodcock-Johnson-III IQ Test.
A different theoretical wave is the one founded on neuropsychology, which seeks to evaluate IQ through the study of the different cognitive processes (Planning, Attention, Simultaneous Processing, and Successive Processing). It has given birth to respected tests, like the Kaufmann Assesment Battery Children Test, which some argue study better raw capacities instead of academic performance -what maybe explains why they show less racial bias.

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Few celebrities have taken intelligence quotient test, although some have and even published their results. In any case, we perform research so that we can predict their IQs with solid support.

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