Methodology & data evidence

Every number keeps its source, period and licence.

AYBARION TRADE is built on official open data. We keep each value in its published currency and classification, record where it came from, and refuse to publish what the evidence does not support.

Observed, Derived, Predicted, Verified kept apart Currencies never converted silently Scores are not probabilities
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Official sources in use
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Observed data rows loaded
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Countries with trade profiles
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HS4 headings with world data
Sources & licences

Read directly from each dataset’s own metadata

Every card below is generated from the metadata block shipped with the data package, publisher, licence, period and last update, not typed by hand. Licences travel with each field into every export.

Coverage

What is covered, and what is not

Coverage is reported per dataset. Where a country, product or period is missing, the platform shows “No source coverage” instead of estimating it.

Latest annual goods trade by country IMF ITG · USD

Coverage by dataset
Data quality

Checks that run before anything is published

Each package is validated when it is built. The rings below are recomputed in your browser from the loaded data, so they always describe exactly what you are looking at.

Build-time validation
All passing
Known caveats Disclosed limits of the current snapshot
Data Passport

Where every published value comes from

Each step adds a record that cannot be changed. Select a step to see what it guarantees, or open a real passport for a live Eurostat value.

Source record
01
Twelve required passport fields
A Data Passport proves where a value came from and how it was processed. It does not make the underlying data correct.
Classifications

Four kinds of value, never mixed

The class of a value is preserved from source to screen. A derived value can never be shown as observed, and predictions are excluded from public tools.

Derived methods

Fixed, versioned formulas you can check

Derived values are transformations of observed values with a named method version. The worked examples below are computed live from the loaded data.

Principles

You stay in charge of decisions

AYBARION supports decisions; it does not make them. These rules apply to every page, export and answer.

Update cadence

How fresh each source is

Publisher cadence, the period held in the current snapshot and when the next refresh is expected. Freshness bars show the age of the latest observation.

See it in practice

Open any figure and follow its evidence.

Free tools use the same checked data and show the Data Passport on every result.