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Preview — this feature is shipping May 2026. You can read the full methodology now.

Portfolio IntelligenceComing May 20268 min read

Second-Order Stress — What Happens After the First Shock

Second-order stress models what happens after the initial shock — the difficulty adjustment lag after a BTC crash, the funding rate flip after a volatility spike, the spread widening during a liquidity crisis.

TL;DR

Second-order stress models what happens after the initial shock — the difficulty adjustment lag after a BTC crash, the funding rate flip after a volatility spike, the spread widening during a liquidity crisis.

Why This Exists

First-order stress answers: "What if BTC drops 30%?" Second-order answers: "What happens next?" Mining difficulty adjusts, funding rates flip, DeFi queues extend. These cascade effects compound the real losses.

How It Works

Stage 1: Apply initial shock

Stage 2: Propagate per-module effects:

BTC Collateral → margin cascade → forced selling

Infrastructure → difficulty lag → unit economics shift

Market Neutral → funding flip → P&L reversal

Stablecoin → withdrawal queue → liquidity freeze

Each produces a score delta that compounds with the first-order shock.

What You See in the Platform

A "Second-Order" toggle on the stress page. Two-line chart: immediate impact vs cascade impact.

Screenshot will be added when the feature ships.

Where to Go Next

Read IC Report Anatomy for committee presentation, or Stress Testing for first-order methodology.

Next up

IC Report Anatomy — What Each Section Tells the Committee

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