Forecasting
#1Medical Trend Forecasting Engine
Predict annual healthcare cost trends with actuarial precision
Medical Cost Trend Projection - Historical & Forecast
Total medical costs with 12-month forward projection and 95% confidence interval
Per Member Per Month (PMPM) Trend
Normalized cost per member per month showing utilization-adjusted trends
Trend Decomposition - Utilization vs. Unit Cost
Attribution analysis showing drivers of medical cost trends
Service Category Trend Analysis
Cost trends by service type with growth rate differentials
Inpatient
$3.2M
8.2% trend
Outpatient
$4.1M
6.5% trend
Professional
$1.8M
5.1% trend
ER
$0.9M
9.8% trend
Overview
Advanced time-series forecasting engine for medical cost trends combining historical claims patterns, medical inflation indices, utilization shifts, and provider contract changes. Uses ARIMA, exponential smoothing, and machine learning ensemble methods to generate 12-18 month forward projections with confidence intervals.
Key Capabilities
- Multi-year historical trend analysis with seasonality adjustment
- Unit cost vs. utilization decomposition
- Service category breakdowns (IP, OP, Professional, Rx)
- Geographic and demographic risk adjustments
- Provider contract impact modeling
- Medical inflation index integration (CPI-Medical, PPI-Health)
- Confidence intervals and prediction bands
Required Inputs
- •36+ months historical claims data
- •Member enrollment and demographics
- •Provider contract terms and changes
- •Medical inflation indices
- •Utilization benchmarks
- •Network composition changes
- •Prior authorization policies
Generated Outputs
- •Annual trend rate projections (12-24 months)
- •PMPM cost forecasts with confidence bands
- •Service category trend differentials
- •Utilization vs. unit cost attribution
- •Seasonal adjustment factors
- •Risk-adjusted trend rates
- •Budget variance analysis