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Methodology and audits

How the numbers were made
and what they do not prove

Who prepared the documentation and how AI was used, how amounts are labelled, and what still needs independent assessment.

Citizens’ proposal for assessmentstage 1 of 5documentation 1.5.1status as of 9.11.2026Status details (PL)

It does not show real people, places or events. Vector illustration: Polska 2038 team · CC BY 4.0

TL;DR · 1 min read

In short

  1. Labels. Every sentence and number is labelled as a fact (with a source), an interpretation, a proposal or a scenario.
  2. Reproducible. The economic audit can be recalculated with a script in the repository; open data is published as CSV.
  3. Limits. No institution or named expert has reviewed the documentation yet.

This page was translated from Polish with the help of AI tools. The Polish version is the reference text; a review by a native speaker is still pending.

Full documentation in Polish: Open the Polish page

Authorship and AI

Who prepared this and how AI was used

Polska 2038 is an independent, non-commercial citizens’ initiative prepared pro bono by a private initiator, to put a comprehensive proposal for reforming Polish football up for open debate and independent assessment.

AI-based tools were used to develop the concept, analyse publicly available materials, prepare the documentation and build the digital tools. The use of AI is not an independent expert review and does not confirm that the proposed solutions are correct.

The project is not an official PZPN programme, has not been approved by public institutions and has no funding allocated. The initiator’s details are shared with the relevant institutions in direct correspondence.

Labels

Fact, interpretation, proposal, scenario

Fact
Checkable, with a source and a date.
Interpretation
Our conclusion drawn from facts.
Proposal
What the plan would change.
Scenario
A possible effect, not a forecast.

Amounts are also labelled by kind: source data, authors’ estimate, funding proposal, or funds actually granted (today: none). Amounts marked “about” are rounded.

Open data

Check it yourself