Useful indicators can include rapid utilization, sudden spending or transaction velocity relative to history, multiple applications or accounts, funding-source changes, first-payment default, repeated chargebacks, unusual limit usage, shared devices or identities, and coordinated activity across linked accounts. These signals are stronger in combination and over time. Oscilar can combine first-party, device, behavioral, transaction, and network data in configurable decision workflows.