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% 6-mo proj.
Latest expenses
$76.0M
▲ 8.3% 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 +1.379 · σ=4.23 (medium)
Expenditure composition
Burn-rate: steady · σ=3.78
Expenses forecast with 90% confidence band
Projected fiscal balance (next 6 months)
Revenue forecast minus expenses forecast
AI Revenue Intelligence
Sustained Revenue Acceleration Trend with Projected 13.0% Near-Term Baseline Growth
Drivers
- Improved corporate tax capture in the extractive sector
- Digital modernization of custom and excise clearing systems
- Positive spillover from stabilized iron ore global price benchmarks
Risks
- Elevated volatility indicated by a Sigma value of 4.23
- Dependency on global commodity market fluctuations
- Logistical bottlenecks in the Freeport of Monrovia
Policy recommendation:Formalize the 13% incremental buffer into the medium-term expenditure framework while prioritizing debt amortization to mitigate the high standard deviation risk.
AI Expenditure Intelligence
Expenditure trajectory steady; +8.3% over horizon
Drivers
- Wage-bill pressure from civil-service expansion
- Capital-project disbursements ramping
- Rising external debt-service obligations
Risks
- Recurrent spending crowding out capex
- FX-linked debt servicing volatility
- Subsidy overruns in fuel and rice
Policy recommendation:Cap recurrent growth at 4% YoY; front-load capex disbursements in Q2; renegotiate concessional debt windows.
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.