Default events are preceded by detectable signals:
- Normal defaults and pre-foreclosure filings appear late in the distress cycle
- Public filings often lag delinquency and debt-service stress
- Early indicators are scattered across multiple data sources
- Missed timing limits early outreach and strategic response