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The science

A test built on method, with its limits stated

The number isn't a stretched-out percentage of correct answers. It comes from a statistical model used in large-scale testing, and we show the margin of error and the test's limits right alongside it.

  • Item Response Theory
  • inspired by ICAR
  • provisional norms, stated
On this page
  1. Original questions with known difficulty
  2. Item Response Theory
  3. Inspired by open research
  4. The 95% range
  5. Comparison by age, with provisional norms
  6. Limits we state up front
  7. How the norms will be rebuilt

01Original questions with known difficulty

The questions are our own. The figures are generated by rule, in code, and each one is checked to have exactly one correct answer. The wrong options are built so that you can't find the right one by elimination without understanding the pattern.

In each session, the test draws the questions from a larger bank, one from each difficulty level before repeating a level, and orders them from easiest to hardest. The forms vary from person to person, which makes it hard for answer keys to circulate.

  • Answer key only on the server

    During the test, the correct answers never reach the browser. Scoring runs on the server.

  • No AI-made figures

    Matrices, rotation pieces, curves and numbers are drawn by code, because image AI can't guarantee the rule.

02Item Response Theory

The result is calculated with Item Response Theory, using the three-parameter model. Each question has three characteristics: its difficulty, how well it separates people with more ability from people with less, and the chance of getting it right by guessing.

Your ability is the value that best explains your pattern of right and wrong answers. That's why getting a hard question right is worth more than getting an easy one right, and guessing doesn't produce a high number. The same kind of model is used in ENEM, Brazil's national exam. Read more in Item Response Theory, without the formulas.

03Inspired by open research

The structure follows ICAR (International Cognitive Ability Resource), a public-domain battery administered online to nearly 97,000 people (Condon and Revelle, 2014). We use its published figures, not its questions. Our questions are original.

04The 95% range

Every test has measurement error, and a short test taken online without supervision has more error than a full test given by a psychologist. That's why, alongside the number, we show the range your result most likely falls in, with 95% confidence.

With 37 questions, the standard error is around 5 to 6 points in the middle of the scale, which gives a range of about 10 points on either side.

Example: estimated IQ 110 · likely range 101 to 119 (95% confidence).

05Comparison by age, with provisional norms

The value is converted to the usual IQ scale (mean 100, standard deviation 15) by comparing you with people in your age group. Reasoning about new problems changes over adult life, and comparing by age takes that into account.

Today's norms are provisional. They use published parameters, mainly those from ICAR, adjusted because people who take part in online research score higher than the general population; the age curve follows the literature (Salthouse, 2009). They will be recalculated with the responses of people who take the test, separately for each language, and the report always says which norms were used.

06Limits we state up front

  • The test has a ceiling and a floor: for adults aged 20 to 29, it doesn't distinguish above about 138 or below about 57. These limits shift at other ages, and the report shows yours.
  • Response time doesn't change the number: it is only used to catch answers given too fast. Education and self-rating don't change the number either.
  • Answers given too fast, or a very unusual pattern of right and wrong answers, get the result flagged as unreliable, and retaking it is free.
  • We don't give an IQ per area: with only a few questions per area, the error would be too large.
  • We don't use a "Brazil average" or rankings by country. The percentile in the report is theoretical: your position on the normal curve.

An educational estimate of reasoning. It is not a consultation with a psychologist and should not be used for employment, school or health decisions.

07How the norms will be rebuilt

With your permission, your answers go into a research dataset without your email, IP address or payment data. Once the sample is large enough, the model re-estimates the difficulty of each question and the age norms, reweights the sample by education and checks whether any question favors one age group.

Adopting new norms is a human decision, not an automatic one. The 16 to 19 age group stays provisional even with a large sample, because people who are still in school can't be reweighted by education. You can remove your answers from the research in the Account tab.

Sources

  1. Condon, D. M., and Revelle, W. (2014). The International Cognitive Ability Resource: Development and initial validation of a public-domain measure. Intelligence, 43, 52–64.
  2. Embretson, S. E., and Reise, S. P. (2000). Item Response Theory for Psychologists. Lawrence Erlbaum.
  3. Salthouse, T. A. (2009). When does age-related cognitive decline begin? Neurobiology of Aging, 30(4), 507–514.
  4. Cox, C. M. (1926). Genetic Studies of Genius, Vol. II: The Early Mental Traits of Three Hundred Geniuses. Stanford University Press.

Where to next

Questions

Questions about the method

Is the test validated?

The structure follows an open, well-studied battery, ICAR, and today's norms are provisional, as the report states. The questions are our own, and calibrating them with real responses is the next step, announced here.

Why are the norms provisional?

Because they still use parameters published in research, not those of the people who take our test. Once there is a large enough sample, they will be recalculated, by language.

What do I get if I answer everything right?

It depends on your age. For ages 20 to 29, the test doesn't distinguish above about 138, and the report says your result is at least that value.

Ready to see how you reason?

Start now. At the end, your estimated IQ with the 95% range stays in your member area.

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Taking the test is free · IQNorth is an educational reasoning test: the result is an estimate, with a margin of error, for personal and educational use.