Methodology & lineage
MarkovIQ separates observed data, deterministic derivations, forecasts, and scenarios—then records the data vintage, model, configuration, assumptions, seed, and output checksum.
Analytical flow
Participant behavior
Transparent probability
Expected states
Group aggregation
Cash & reserves
Fixed-seed simulation
Management action
Rule with evidence
Illustrative health index
Each reading is normalized from 0 to 100 between its floor and target, capped, weighted, and summed. Higher-is-better and lower-is-better factors use opposite directions.
| Factor | Weight | Floor | Target | Direction | Source |
|---|---|---|---|---|---|
| Projected reserve coverage | 40% | 50% | 150% | Higher is better | Expected balance divided by the configured reserve target over the next six months. |
| Payment reliability | 30% | 40% | 100% | Higher is better | Expected next-month Current share among non-terminal participants. |
| Cancellation and default | 20% | 10% | 2% | Lower is better | Observed trailing three-month cancellation and default event rate. |
| Projected cure rate | 10% | 20% | 70% | Higher is better | Expected Delinquent-to-Current transitions divided by the as-of delinquent population. |
Directly read from the synthetic monthly snapshot.
Calculated deterministically from observed inputs.
Expected value or fixed-seed simulation output.
Liquidity event
Liquidity pressure occurs when simulated cash falls below the configured minimum reserve target.
The displayed probability is the share of fixed-seed paths that breach at least once by the selected horizon.
Cash identity: opening + contributions − allocations − refunds − fees = closing.
Typical range: 10th to 90th percentile of the deterministic-seed simulation.
Horizons: 12, 24, and 36 months; 24 months anchors the executive view.
Run lineage
Run ID
5f1c5433-c5ca-422f-9e7a-50a8decda472
Data vintage
2026-08-01
Dataset
Synthetic monthly portfolio through August 2026
Model
markoviq-analysis-demo-v1
Health config
group-health-demo-v1
Scenario
base-plus-combined-stress-v1
Input hash
21015171D0B346C832
Output checksum
FB970D82059B3793F9
Forecast under the disclosed combined stress assumptions.