Ledger one: supply
Track minting, burning, network migration, and issuer composition separately. A token moving between chains can look like growth if network-level records are not reconciled.
Reserve information belongs beside the supply record, but it often comes from issuer or regulatory disclosure rather than the chain itself.
Ledger two: circulation
Aggregate transfer value can be dominated by treasury movements, exchange housekeeping, automated activity, or a small number of large addresses.
Address context, transaction-size distributions, and repeated patterns help. An explicit unknown category is better than assigning a motive to every transfer.
- Reconcile mint and burn by network
- Inspect distributions
- Tag known venues and bridges
- Preserve an unknown bucket
Ledger three: redemption
Stability depends on redemption rights, reserve quality, operating processes, and functioning banking rails. A secondary-market discount is a signal, not a reserve audit.
Place price deviations, redemption terms, and public reserve information on the same timeline while retaining their different reporting lags.
Use fewer, sharper indicators
A dashboard earns its place when each measure resolves a question: is liquidity migrating, is use broadening, or is redemption pressure rising?
If several explanations still fit, the research conclusion should stay conditional and name the next piece of evidence.