Climate risk refers to the potential for loss, damage, or harm created or exacerbated by climate change. It arises from a complex interplay of various factors, including the [[probability]] of hazardous events and the potential damage these events can cause. The dynamics of climate risk are deeply influenced by human systems and actions, creating a multifaceted and evolving challenge. #### Understanding Climate Risk - **Definition**: Climate risk is the risk that arises from the impact of climate change, encompassing various elements from environmental changes to socioeconomic factors. - **Components of Risk**: - **Hazard**: Events like droughts, floods, and heatwaves. - **Exposure**: The presence of people or assets in areas affected by these hazards. - **Vulnerability**: The susceptibility of the exposed elements to damage. - **Response**: Human actions that can either mitigate or exacerbate the impacts. > Risk = Probability of hazard x Damage from event Things we don't think of as risk: - good or neutral outcomes - deterministic outcomes #### Dynamics of Climate Risk - **Interactions**: Climate risks are not isolated; they interact strongly with broader socioeconomic dynamics, leading to complex and often unpredictable outcomes. - **Diverse Impacts**: From sea-level rises to temperature changes, the impacts are varied and widespread, affecting different regions and systems in unique ways. ![](https://static01.nyt.com/images/2023/06/08/learning/ClimateRiskMapLN2/ClimateRiskMapLN2-superJumbo-v2.png?quality=75&auto=webp&disable=upscale) - **Worsening Trends**: Evidence suggests that climate risks are intensifying, posing greater threats to ecosystems, economies, and societies. **Questions motivating our understanding of climate risk:** - what are the potential impacts of climate change? - what can we say about their uncertainties? - what are the impacts of those uncertainties on the performance of risks management strategies? ### **Climate Risk Management Strategies** 1. **Mitigation**: Reducing emissions and impacts. 2. **Adaptation**: Adjusting lifestyles and infrastructures to new climate realities. 3. **Solar Radiation Management**: Reflecting sunlight to cool the Earth. 4. **Carbon Sequestration**: Capturing and storing atmospheric CO2. Note: Each strategy is subject to **uncertainties**. ![[Pasted image 20231230182802.png]] ### Uncertainties in Climate Risk Climate risk is fraught with uncertainties, from the behavior of natural systems to human responses and socioeconomic trends. Uncertainties enter into the hazard-exposure-vulnerability-response model in a few ways: - uncertain hazards - uncertainty in model estimates of hazards of exposure or vulnerability - uncertainty in responses Uncertainty reflects: - an inability to exactly describe a current or future state - multiple possibilities of how the future might unfold Climate risk relevant uncertainties: 1. Geophysical: 1. Ocean Heat Diffusivity 2. Climate Sensitivity 3. Aerosol Scaling 4. Changes in Tropical Cyclone Intensities 2. Socio-economic: 1. Economic Growth 2. Population Change 3. Technological Change **Handling Uncertainties**: Recognizing and categorizing uncertainties is crucial, from those with broadly agreed probabilities to deep uncertainties with no consensus. Categories of relevant uncertainties: 1. Broadly agree on probability distribution (e.g. climate sensitivity) 2. No consensus distribution (e.g. future economic growth) - Known Knowns - Certainty - Unknown Knowns - Shallow Uncertainty - Unknown Unknowns - Deep Uncertainty E.g. Shallow Uncertainty ![[Pasted image 20231230183435.png]] Shallow uncertainties are not all easy to handle, geophysical uncertainties are highly correlated. ![[Pasted image 20231230183513.png]] ![[Pasted image 20231230183641.png]] Deep Uncertainties: ![[Pasted image 20231230183746.png]] > People have an aversion to deep uncertainty #### Challenges and Motivations - **Characterizing Uncertainties**: Understanding the nature and implications of various uncertainties is a significant challenge. - **Impact on Strategies**: Assessing how these uncertainties affect the performance and viability of different risk management strategies is vital for effective planning and action. --- Links: [[Quantum x Climate Modelling]] | [[Qubits for Climate MOC]] | [[Value at Risk (VAR)]] | [[Risk Parity]] | [[Risk Parity Allocation & Performance]] | [[Climate related Scenario Analysis]] | [[Climate Modelling MoC]]