Revenue Forecasting
AI-powered revenue projections and predictive analytics with scenario modeling
Projected FY Total
KES 3.35T
+7.8% vs current pace
Target Likelihood
78%
Probability of meeting FY target
Model Accuracy
94.2%
MAPE on last 6 months
Forecast Horizon
6 months
Jul — Dec 2025
At-Risk MCDAs
3
Below 85% target achievement
Revenue Forecast — CY 2025
Actual collections (Jan–Jun) with AI-projected forecast (Jul–Dec) including confidence intervals
Scenario Analysis
Probability-weighted revenue scenarios for FY 2024/25
KES 3.52T
+12.4% YoY
Strong economic recovery, improved compliance, digital adoption surge
KES 3.35T
+7.8% YoY
Current trajectory maintained, moderate improvements in collection efficiency
KES 3.18T
+3.2% YoY
Economic headwinds, delayed reforms, seasonal underperformance
KES 2.95T
-4.2% YoY
Significant economic disruption, system failures, or policy changes
MCDA-Level Projections
End-of-year projected collections by agency with risk assessment
| MCDA | Current YTD | Projected EOY | Annual Target | Growth | Confidence | Risk | Target Met? |
|---|---|---|---|---|---|---|---|
| KRA Kenya Revenue Authority | KES 2456B | KES 2820B | KES 2800B | 7.2% | 92% | low | |
| NTSA National Transport & Safety | KES 38.2B | KES 43.5B | KES 45B | 4.8% | 85% | high | |
| KPA Kenya Ports Authority | KES 79.5B | KES 88.2B | KES 85B | 10.9% | 88% | low | |
| KEBS Kenya Bureau of Standards | KES 10.8B | KES 12.4B | KES 12B | 14.8% | 90% | low | |
| EPRA Energy & Petroleum Regulatory | KES 25.6B | KES 29.1B | KES 28B | 13.7% | 87% | low | |
| KAA Kenya Airports Authority | KES 29.1B | KES 33.8B | KES 32B | 16.2% | 91% | low | |
| NLC National Land Commission | KES 2.1B | KES 2.5B | KES 2.8B | 10.7% | 72% | critical | |
| KRC Kenya Railways Corporation | KES 8.4B | KES 9.2B | KES 9.5B | 3.2% | 78% | medium | |
| NEMA National Environment Mgmt | KES 3.2B | KES 3.5B | KES 3.6B | 9.4% | 80% | medium | |
| KRB Kenya Roads Board | KES 18.5B | KES 20.8B | KES 20B | 12.4% | 89% | low |
Key Risk Factors
Factors that could impact forecast accuracy
| Risk Factor | Impact | Probability | Mitigation Strategy |
|---|---|---|---|
| Economic Growth Slowdown | High | Medium | Diversify revenue sources, accelerate digital channels |
| M-Pesa API Instability | Medium | Low | Multi-channel redundancy, direct bank integrations |
| Tax Policy Changes | High | Low | Scenario planning, flexible collection models |
| Seasonal Demand Shifts | Medium | High | Historical pattern modeling, dynamic forecasting |
| Compliance Rate Decline | High | Medium | Enhanced enforcement, taxpayer education programs |