Market Risk Infrastructure for Institutional Research

Systematic market regime, breadth, and risk signals — delivered nightly, versioned, and production-ready.

Designed by quants, for quants. Enterprise-grade delivery with schema versioning and rigorous data governance.

Deterministic · Point-in-Time · Auditable · No Retraining · Snowflake-Native

Why MRI Detects Stress Earlier

Many commonly used risk filters—like the 200-day moving average or VIX threshold triggers—rely on single-indicator logic that often lags market turns.

Two-Layer Architecture

MRI separates State (regime classification) from Severity (stress intensity), capturing both trend context and real-time stress independently.

Hysteresis Design

State transitions require confirmation to flip, reducing whipsaws during volatile periods while still responding to genuine regime shifts.

Shock Flags

Event-level flags capture acute market stress that may not yet register in trend-following indicators, enabling earlier defensive positioning.

Empirical Regime Analysis

Since Jan 2020, MRI flagged 19 of 21 stress events exceeding 4% drawdown.

Event Drawdown Date Flagged State / Severity
2020 COVID-19 Crash
-31.9%
Jan 27 HIGH_RISK / EXTREME
2025 Tariff Volatility
-13.9%
Feb 10 CAUTION / EXTREME
2022 Bear Continuation
-12.6%
Apr 7 MOMENTUM_OK / EXTREME
2022 Bear Market
-9.2%
Jan 18 HIGH_RISK / EXTREME
2024 Global Vol Spike
-8.4%
Jul 12 HIGH_RISK / NORMAL
2023 SVB / Banking
-5.1%
Feb 21 HIGH_RISK / HIGH

"Flagged" = exited MOMENTUM_OK / NORMAL prior to drawdown, using only data available as of that date.

Market Flight Recorder — Crisis & Volatility Episodes

Point-in-time regime classification with event-level risk flags. No look-ahead bias.

Trade Policy 2025 regime chart

System flagged CAUTION / EXTREME on Feb 10, 2025. Index subsequently declined -13.9%.

Structural regime reflects longer-cycle conditions; tactical exposure is driven by short-term market state.

Explore interactive charts in AltQuant Access

Windows selected to illustrate regime behavior under distinct stress types.

How Teams Use MRI

Exposure Conditioning

Scale gross/net exposure based on state × severity combinations

Regime-Conditional Backtests

Test factors across stress environments without look-ahead bias

Drawdown Control

Early warning for stops, hedges, and position sizing adjustments

Risk Committee Reporting

Auditable classification for investment committee oversight

Market Risk Infrastructure — 3-Minute Overview

A brief overview of AltQuant's Market Risk Infrastructure — a deterministic, regime-based risk layer designed for institutional quantitative workflows.

Point-in-time integrity
Schema versioning
Institutional compliance
Production-grade SLAs

How You Access

AltQuant Access

Interactive UI Platform

  • Interactive charts & visualizations
  • Backtest views
  • Real-time status monitoring
  • Product Documentation
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Data Delivery

  • Daily refresh
  • 6+ years History
  • Schema versioning
  • Secure views sharing
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Coming Soon: AWS Data Exchange, Parquet

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