Related Experiment Video
Updated: Oct 15, 2025

An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
Managing the financial risks of climate change and pandemics: What we know (and don't know)
Nicola Ranger1, Olivier Mahul2, Irene Monasterolo3,4,5
1Smith School of Enterprise and the Environment, University of Oxford, Oxford, UK.
Abstract:
The COVID-19 pandemic is generating the largest shock in the global economy since 1929. Although the pandemic has been unprecedented in scale and type, such complex, compounding shocks are not uncommon and are more likely in our modern, interconnected world. Our ability to assess and anticipate compounding risks is limited. Here, we propose a framework for assessing the economic losses associated with compounding climate, economic, and pandemic shocks. We propose a new metric, the compound risk multiplier, to measure the scale of the amplification effect and find that this can peak at over 150%; that is, the GDP impacts of the compound shock can be 50% larger than the sum of the individual shocks. Our results suggest that ignoring compounding risks could be a major blindspot in our ability to prepare for future crises. This underlines the urgency of accounting for compounding shocks within financial, fiscal, and crisis risk management.
Related Concept Videos
What is Climate?
Global Climate Change
Strategies for Assessing and Addressing Confounding
Confounding can be addressed at both the design phase of a study and through analytical methods after data...
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
Steps in Outbreak Investigation

