Network Contagion Measure (NCM)

The Network Contagion Measure (NCM) is a conceptual framework designed to quantify how shocks propagate through interconnected global systems, financial markets, sovereign economies, supply chains, and political networks. Rather than focusing on isolated vulnerabilities, NCM evaluates the architecture of interdependence itself: how tightly nodes are linked, how asymmetric those links are, and how quickly distress at one point can transmit to others. In this sense, systemic risk is not treated as a property of individual countries or institutions, but as an emergent feature of the global network structure. At its core, NCM captures three dimensions of contagion: exposure, amplification, and reach. Exposure reflects how directly a node is connected to sources of instability (e.g., trade dependence, foreign debt holdings, liquidity reliance). Amplification measures how strongly shocks intensify as they move through intermediaries, often driven by leverage, feedback trading, or institutional herding. Reach describes how far and how widely a disturbance can spread before dissipating or stabilizing. Together, these dimensions allow policymakers to identify “super-spreader” nodes, countries, banks, or sectors whose distress disproportionately increases global instability. From a policy and institutional standpoint, NCM is aligned with the risk-monitoring priorities of organizations like the UN, World Bank, and IMF, where the objective is not merely prediction but prevention of cascading failure. By mapping contagion channels in advance, decision-makers can design targeted interventions such as liquidity backstops, debt restructuring frameworks, or trade diversification strategies. In its most advanced form, NCM functions as a real-time stability lens for the global system, highlighting how localized shocks evolve into systemic crises and where resilience investments yield the highest marginal reduction in global fragility.

Authors

Publication Details

Journal
OSF Preprints (OSF Preprints)
Published
2026-01-01
DOI
https://doi.org/10.17605/osf.io/nkvx5
Primary Topic
Banking stability, regulation, efficiency
Type
article
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article

Network Contagion Measure (NCM)

Raphael Louis
OSF Preprints (OSF Preprints)
Banking stability, regulation, efficiency
article

Network Contagion Measure (NCM)

Raphael Louis
article en

Abstract

The Network Contagion Measure (NCM) is a conceptual framework designed to quantify how shocks propagate through interconnected global systems, financial markets, sovereign economies, supply chains, and political networks. Rather than focusing on isolated vulnerabilities, NCM evaluates the architecture of interdependence itself: how tightly nodes are linked, how asymmetric those links are, and how quickly distress at one point can transmit to others. In this sense, systemic risk is not treated as a property of individual countries or institutions, but as an emergent feature of the global network structure. At its core, NCM captures three dimensions of contagion: exposure, amplification, and reach. Exposure reflects how directly a node is connected to sources of instability (e.g., trade dependence, foreign debt holdings, liquidity reliance). Amplification measures how strongly shocks intensify as they move through intermediaries, often driven by leverage, feedback trading, or institutional herding. Reach describes how far and how widely a disturbance can spread before dissipating or stabilizing. Together, these dimensions allow policymakers to identify “super-spreader” nodes, countries, banks, or sectors whose distress disproportionately increases global instability. From a policy and institutional standpoint, NCM is aligned with the risk-monitoring priorities of organizations like the UN, World Bank, and IMF, where the objective is not merely prediction but prevention of cascading failure. By mapping contagion channels in advance, decision-makers can design targeted interventions such as liquidity backstops, debt restructuring frameworks, or trade diversification strategies. In its most advanced form, NCM functions as a real-time stability lens for the global system, highlighting how localized shocks evolve into systemic crises and where resilience investments yield the highest marginal reduction in global fragility.

OSF Preprints (OSF Preprints)
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Banking stability, regulation, efficiency
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