Key Findings

The taxonomy identifies eight systemic risk channels across DeFi, CeFi, and stablecoin ecosystems, organized into three novelty categories.

Taxonomy Overview

Novel (2 channels)

No meaningful analog in traditional finance. These mechanisms arise directly from the architectural properties of digital finance.

Extension (2 channels)

Direct extensions of canonical financial theory (network economics, counterparty credit risk) applied to the crypto-native context.

Hybrid (4 channels)

Established mechanisms that acquire significant new features in digital markets: algorithmic execution, atomic composability, or on-chain transparency create dynamics absent from their traditional-finance counterparts.

Channel Details

Composability Risk Novel

DeFi protocols compose by default: any contract can call any other, creating deep dependency chains that are invisible at the application layer. When a single protocol fails or an oracle delivers a stale price, the failure propagates instantaneously through every contract that references it. This mechanism has no traditional-finance analog because conventional financial products cannot be atomically composed in a single transaction.

200 papers 10 crisis events 0.626 composite score

Gateway Risk (Fiat-Crypto Bridging) Novel

Fiat-crypto on- and off-ramps concentrate systemic exposure at a small number of regulated exchanges, banks, and payment processors. Disruption at these gateways—whether through regulatory action, bank de-risking, or operational failure—can sever liquidity between traditional and digital markets. The channel is novel because no analogous single-point bridging bottleneck exists between segments of traditional finance.

348 papers 9 crisis events 0.668 composite score

Network Contagion Extension

Financial contagion through network linkages is well studied in traditional banking. In digital finance, on-chain transaction graphs and DeFi protocol interconnections create observable, high-frequency contagion pathways. Shocks propagate through token-level exposures and shared collateral pools, with network topology amplifying or dampening transmission depending on concentration.

200 papers 5 crisis events 0.380 composite score

Counterparty Concentration Extension

Concentration of activity in a small number of entities—exchanges, market makers, custodians—creates single points of failure. The collapse of FTX demonstrated how a dominant centralized exchange can simultaneously serve as counterparty, custodian, and market maker, amplifying losses when it fails. This extends classical counterparty credit risk into an environment with limited regulatory oversight and no lender of last resort.

200 papers 13 crisis events 0.575 composite score

Liquidity Spirals Hybrid

Margin-call and fire-sale dynamics are well understood from traditional markets, but in DeFi they operate at machine speed. Automated liquidation bots, on-chain margin calls, and 24/7 trading compress the feedback loop between price declines and forced selling from hours or days to minutes or seconds, amplifying the severity of liquidity spirals.

263 papers 13 crisis events 0.671 composite score

Stablecoin Runs Hybrid

Stablecoin de-pegging events share structural features with traditional bank runs—loss of confidence, redemption queues, reserve inadequacy—but differ in key respects. Algorithmic stablecoins introduce reflexive death spirals (as in Terra/UST), while even collateralized stablecoins face real-time transparency shocks and instant global redemption pressure that have no direct precedent in deposit insurance frameworks.

218 papers 3 crisis events 0.304 composite score

Liquidation Cascades Hybrid

Over-collateralized DeFi lending protocols enforce liquidation thresholds automatically via smart contracts. When collateral values fall, cascading liquidations trigger forced selling that further depresses prices, creating a positive feedback loop. The mechanism is hybrid because while forced selling is familiar, its atomic on-chain execution and cross-protocol propagation are distinct from traditional margin calls.

200 papers 5 crisis events 0.381 composite score

Information Asymmetry and Opacity Hybrid

Despite the transparency of public blockchains, significant information asymmetries persist in digital finance. Off-chain liabilities, undisclosed related-party transactions, and the complexity of nested DeFi positions create opacity that can delay price discovery and amplify shocks. The hybrid character arises from the coexistence of radical on-chain transparency with deep off-chain opacity.

200 papers 8 crisis events 0.449 composite score

The 2022 Cascade

The 2022 crisis sequence illustrates how multiple channels activate in rapid succession, producing compounding losses far exceeding what any single channel would generate in isolation.

May 2022 — Terra/Luna
Algorithmic stablecoin death spiral. UST lost its peg, triggering a reflexive collapse in LUNA. Channels activated: stablecoin runs, liquidation cascades, composability risk.
June 2022 — Three Arrows Capital
Over-leveraged crypto hedge fund unable to meet margin calls after Terra exposure. Channels activated: counterparty concentration, liquidity spirals, network contagion.
June–July 2022 — Celsius, Voyager
CeFi lending platforms froze withdrawals as contagion from Three Arrows Capital propagated through counterparty and liquidity channels. Channels activated: gateway risk, information asymmetry, counterparty concentration.
November 2022 — FTX
Collapse of a dominant centralized exchange exposed commingled customer funds and undisclosed liabilities. Channels activated: counterparty concentration, information asymmetry, gateway risk, network contagion.

Aggregate losses across the 2022 sequence exceeded $2 trillion in market capitalization, demonstrating that the taxonomy's channels do not operate in isolation but interact to produce compounding cascade dynamics.

Four Testable Propositions

P1 — Cross-Channel Amplification. Simultaneous activation of two or more channels produces losses that exceed the sum of their individual contributions, generating super-additive systemic risk.

P2 — Digital-Native Acceleration. The time from initial shock to peak systemic stress is significantly shorter in digital finance than in traditional financial crises, driven by atomic settlement, 24/7 trading, and algorithmic liquidation.

P3 — Dual-Layer Opacity. The coexistence of on-chain transparency and off-chain opacity creates a distinctive information environment in which market participants systematically underestimate tail risk.

P4 — Gateway Fragility. Systemic risk at fiat-crypto gateways is inversely related to the number of independent on-/off-ramp providers; concentration in gateway infrastructure amplifies contagion potential.