MSI (Market Stress Index) is a proprietary risk analytics framework that measures structural market stress. Tested against 40 years of historical market data (1985–2025) with the same model parameters throughout. Fully white box, fully auditable.
The Problem
Most risk models assume normal distributions. Real markets don't behave that way.
Assumes stable correlations that spike to 1.0 during crises. Backward-looking, provides no warning before stress appears.
Reactive — volatility estimates increase only after stress appears. Requires frequent recalibration as market regimes change.
Non-explainable, no audit trail for regulatory compliance. Prone to overfitting and conflicts with EU AI Act requirements.
Our Approach
MSI is not a predictive oracle. It does not attempt to forecast specific price movements. Instead, MSI functions as a precision thermometer that measures the structural stress level of the market in real time.
Captures extreme events that Gaussian models systematically underestimate
Identifies structural market fragility before traditional indicators react
Every calculation is transparent, auditable, and reproducible. No black box neural networks
Same parameters work across decades and crisis types without adjustment
Tested on equities (S&P 500), crypto (BTC/USD), and commodities (WTI) without asset-specific calibration
Designed for MiFID II, EU AI Act, MGA, and Basel III compliance from inception
Capabilities
What makes MSI fundamentally different from existing risk frameworks
MSI signals structural fragility before volatility spikes. Provides actionable lead time for risk management decisions.
Same parameters applied across decades and crisis types. No retraining, no parameter tuning, no regime-switching required.
Every calculation is transparent and reproducible. White-box methodology meets the highest standards of regulatory explainability.
Continuous market stress monitoring with instant signal generation. No batch processing or delayed outputs.
Combines multiple statistical measures into a single composite index that captures stress at different time scales.
Combines current stress levels with scenario analysis to generate probabilistic forecasts for the next 180 days.
Applications
The same framework, tested across fundamentally different markets
Historical Backtesting
Same model parameters applied to four different crises across four different decades in our backtesting. Zero recalibration required.
Why MSI
MSI versus traditional risk frameworks
Compliance
Designed from inception for European regulatory compliance
Meets high-risk classification requirements with full transparency.
Explainable risk assessments for European financial markets.
Transparent methodology for Malta's regulated gaming industry.
Whether you're exploring risk analytics for your organisation or interested in our research, we're always open to a conversation.
