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
$83.0M
▲ 13.9% 6-mo proj.
Latest expenses
$76.0M
▲ 9.2% 6-mo proj.
Fiscal balance
+$7.0M
Projected balance
+$11.5M
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 +1.374 · σ=4.33 (medium)
Expenditure composition
Burn-rate: steady · σ=3.81
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 13.9% Growth Floor
Drivers
- Digitalization of LRA customs clearance platforms
- Increased corporate tax yields from mining sector expansion
- Post-pandemic stabilization of maritime registry dividends
Risks
- High volatility in international iron ore and rubber prices
- Inflationary pressures impacting domestic consumption tax base
- Currency fluctuation affecting non-tax revenue conversion
Policy recommendation:Maintain strict expenditure ceilings while prioritizing the Public Financial Management (PFM) reforms to capture the 4.33 sigma variance upside.
AI Expenditure Intelligence
Total annual expenditure shows 9.2% growth trend with rising wage bill and infrastructure demands.
Drivers
- Personnel & Wages dominance at 36.1% of total spend
- Increased Capital Projects allocation totaling 264M
- Upward 6-month projected trajectory reaching 83M monthly
Risks
- Crowding out of Goods & Services due to fixed debt service costs
- Sustainability of 9.2% trend against revenue volatility
- Potential over-reliance on Transfers & Subsidies amidst fiscal expansion
Policy recommendation:Implement strict wage bill controls and prioritize high-ROI Capex to ensure long-term debt sustainability.
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.