Labour Market Intelligence Runbook
Data Sources
| Source | Data Type | Refresh |
|---|---|---|
| MOHRE Work Permits | Visa issuance by sector | Daily |
| ICP Immigration | Entry/exit patterns | Daily batch |
| Ministry of Finance | Construction contracts | Weekly |
| ADNOC + employers | Hiring plans | Quarterly |
| Commodity prices | Lead indicators | Hourly |
Weekly Schedule
Monday: Data validation, check for feed gaps over 48 hours Wednesday: Generate forecast report, review AI-flagged anomalies, distribute to stakeholders Friday: Accuracy assessment, compare predictions vs actual, update model if error over 12%
Escalation Triggers
- Forecast confidence under 70%: escalate to Director of Labour Intelligence
- Forecast shows 20%+ spike: brief Minister office within 24 hours
Forecast Output
Each forecast includes: predicted volume with confidence band, key drivers, and recommended policy action.