A five-question checklist for any on-chain claim

The idea in plain English

An on-chain claim should identify the network, time window, data source, calculation and uncertainty. A chart without those details can be impossible to reproduce. Ask whether the claim concerns a raw event, an address classification or a derived measure such as profit. Each layer adds assumptions.

The distinction that matters

Look for alternative explanations and missing records. Deposits can resemble gains, internal transfers can resemble sales and a price snapshot can exaggerate liquid value. Prefer a modest conclusion supported by evidence to a dramatic narrative built from one screenshot.

A practical example

A post claims that an address earned a large amount in a week. A reproducible version would show the starting holdings, incoming and outgoing flows, price sources, fee treatment and whether gains are realized. Without those, the number may be a display artifact rather than a meaningful return.

Try this without moving money

• Write the claim in a form another person could try to reproduce.
• List data sources, time boundaries and calculation assumptions.
• Add one limitation beside the conclusion before sharing it.

A mistake to avoid

Do not confuse a transparent blockchain with transparent analysis. The calculation between raw records and the headline can still be opaque.

Before you act

Public records show particular addresses and transactions, not the whole financial life or intent of a person. Labels, valuations and profit calculations add assumptions. Treat an observation as evidence with a boundary. Do not identify an individual, copy a trade or accuse someone of misconduct from one address alone.