Transparency

See how the index is shaped

Clear distinctions between automated discovery, editorial review, evidence, and participation.

The index is designed to make cultural change easier to inspect without presenting a single automated output as unquestionable fact.

Read the methodology

How discoveries happen

Automated systems can identify emerging patterns, comparisons, and relevant material across public cultural signals.

What is automated

Automation can help collect, group, and prioritize candidate signals. It can also calculate ranking inputs from recorded activity.

What editors review

Editors review whether a proposed clash is clear, whether evidence is relevant, and whether published material follows policy.

How evidence is evaluated

Evidence is assessed for relevance, context, source quality, and whether it supports the stated comparison.

How participation affects rankings

Votes and other constructive engagement contribute to ranking inputs alongside evidence and momentum.

Known limitations

Cultural signals can be incomplete, unevenly represented, or change quickly. Rankings describe available evidence and activity, not objective truth.