Jonas Mohamed Osman AbdelghafourQuantica Risk Modelling
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Calibration & Validation10 min read

Dependency Risk and Multi-Peril Climate Aggregation

By Jonas Mohamed Osman Abdelghafour

Published

Why climate perils do not diversify as portfolio models assume, and what dependency risk means for aggregation, capital and risk appetite.

Overview

This note by Jonas Mohamed Osman Abdelghafour examines the business problem, regulatory context and governance implications for financial institutions. It is professional commentary on established practice, not a description of proprietary implementation.

Why it matters

Climate exposure reaches the balance sheet through credit quality, underwriting results, asset values, reserves and capital. Effective analysis identifies material risks, appropriate horizons, accountable ownership and the limitations decision-makers need to understand.

Validation and governance

Assumptions need named owners, uncertainty should accompany results, and independent review should provide effective challenge. Confidence comes from a transparent evidence trail rather than apparent sophistication.

dependencyaggregationcapital

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