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OUR METHOD, IN THE OPEN

Clarity starts
with the limitations.

You deserve to know what sits behind a number. Here is what this exercise measures, how the result is presented, and what we cannot claim.

Development status: IQInsight is in product preview. The question bank and scoring model are being reviewed. Sample results are illustrative. No standardized accuracy or clinical validity is claimed.

Forty questions. Four perspectives.

The exercise covers spatial, numerical, logical and applied reasoning, with ten questions in each area and a 25-minute total limit. It uses English instructions and basic arithmetic, so it is not language-free or culture-free.

Correct answers and weighted scores

A domain percentage is simply the number correct out of ten. Nine correct answers means 90%. The draft weighting assigns one point to each of three introductory items, two to each of four intermediate items, and three to each of three advanced items per domain.

Item tierPer domainPoints eachDomain total
Introductory313
Intermediate428
Advanced339
Total10n/a20

The whole exercise therefore has 40 questions and 80 possible weighted points. The experimental mapping is round(55 + 90 × weighted points ÷ 80), version linear-provisional-v1. Zero points maps to 55, forty to 100, and eighty to 145. This is a transparent provisional scale, not a formula fitted to population data. Neither its midpoint nor its weighting establishes an average IQ or a standardized test. Stored results retain their original scoring version when the model changes.

What the curve actually means

The reference curve uses a normal distribution with mean 100 and standard deviation 15. For a given score, the theoretical percentile is Φ((score − 100) / 15). It is not a distribution measured from IQInsight users, and it does not establish your actual rank in the population.

For example, 130 corresponds to approximately the 97.7th percentile on that mathematical scale. Explore the relationship with our percentile calculator.

Mathematical reference: NIST/SEMATECH e-Handbook, normal distribution. It explains the distribution and its cumulative function; it is not an endorsement or validation of this exercise.

What has not been validated

We have not established population norms, test–retest reliability, measurement error, age-specific interpretation or equivalence with a professionally administered IQ test. A result should not be used for diagnosis, selection, employment, educational placement or legal decisions.

How to read the four areas

A higher correct-answer rate is an observation about these particular questions on one occasion. The areas have not been equated for difficulty. Differences do not establish fixed strengths, weaknesses, learning styles or career suitability.

Samples, practice and transparency

We do not currently publish participant statistics. If aggregate data is introduced, we will state its source, version, inclusion rules and sample size. Small groups will not be presented as reliable population comparisons.

Some questions are public samples. Repeating them can improve performance through familiarity. Reordering questions does not make an attempt an independent measurement.

A little more about the method.

Clear answers, before you begin.

Why not give a fixed margin of error?

A margin of error needs evidence from this specific test and population. We have not established that evidence, so we do not advertise a fixed plus-or-minus range.

Does a percentile mean I outperformed that share of users?

No. The displayed percentile refers to a mathematical normal distribution with mean 100 and standard deviation 15. It is not a ranking against IQInsight users.

Is the certificate an official qualification?

No. It is a personal record of this online exercise, not an accredited or professionally validated assessment.