Live AI Analytics
OpenBudgetAI
Real-time AI-powered analysis of revenue collection and government expenditure for the Republic of Liberia — forecasts, fiscal balance, drivers, and policy signals.
Models: linear-trend + EMA blend·Confidence band: 90%·Engine: Lovable AI Gateway
Latest revenue
$84.0M
▲ 13.2% 6-mo proj.
Latest expenses
$76.0M
▲ 8.6% 6-mo proj.
Fiscal balance
+$8.0M
Projected balance
+$12.6M
Revenue vs Expenses — 24-month actual + 6-month AI forecast
Shaded right region is model-projected
AI-projected
Revenue forecast with 90% confidence band
Trend slope +1.407 · σ=4.3 (medium)
Expenditure composition
Burn-rate: steady · σ=3.67
Expenses forecast with 90% confidence band
Projected fiscal balance (next 6 months)
Revenue forecast minus expenses forecast
AI Revenue Intelligence
Sustained Revenue Acceleration Beyond Historical Volatility Thresholds
Drivers
- Digitalization of tax administration via LRA e-filing systems
- Enhanced customs compliance through ASYCUDA upgrades
- Expansion of domestic tax base in the extractive services sector
Risks
- Commodity price shocks affecting iron ore royalty streams
- Currency depreciation impacting real-term import duty value
- Operational bottlenecks in port logistics during peak cycles
Policy recommendation:Maintain strict fiscal discipline by allocating surplus above the 4.30 sigma threshold to the Consolidated Fund for debt service and infrastructure buffers.
AI Expenditure Intelligence
Sustained Expenditure Growth Driven by Wage Bill and Rising Debt Service Obligations
Drivers
- Dominant personnel and wages component at 36.1% of total spend
- Expansionary 8.6% growth trend in monthly spending volume
- Significant capital project allocation representing 23.2% of the budget
Risks
- Inflationary pressure from projected 8.5% rise in six-month expenditure
- Fiscal crowding out due to 12.5% debt service requirements
- Limited fiscal space for subsidies if wage bill exceeds current levels
Policy recommendation:Implement wage bill consolidation and prioritize capex completion to stabilize the 8.6% growth trend before projected peaks.
Forecasts produced by OpenBudgetAI engine using linear-trend regression with EMA smoothing and AI-generated fiscal narrative via Lovable AI Gateway. Figures are indicative and intended for planning and transparency purposes.