Managing Climate Impact Risk and Uncertainty - The Pivot Point in Finance
The precautionary approach to climate risks and their impacts on finance. With most climate impact risk assessments ranging from 0% to -20% losses, more work and knowledge are sorely needed. A ‘race to the top’ and Nature-based investments may prevail, once the bad news (everyone is in for massive losses) is out in the open.
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Following up on an insightful post from Laurie Laybourn yesterday - Are we in a ‘delayed disclosure trap’?
Yes certainly, we are in a multi-faceted disclosure trap, as he articulately describes. All of which contribute to the current (mass) underestimation of climate risk on financial institution and investor balance sheets.
Climate Risk Assessment in Finance
Although climate change awareness has greatly increased, little has been done to develop robust climate risk assessments in finance.
“I must tell you that I marvel that economists are willing to make quantitative estimates of economic consequences of climate change where the only measures available are estimates of global surface average increases in temperature. As [one] who has spent his career worrying about the vagaries of the dynamics of the atmosphere, I marvel that they can translate a single global number, an extremely poor surrogate for a description of the climatic conditions, into quantitative estimates of impacts of global economic conditions.”
The exception to this is the insurance (and reinsurance) sector – see also 'Climate Risk Modelling in Insurance' below.
As ultimate underwriters of some climate risks, insurers and reinsurers must know a thing or two about climate risks. How to model and price risks and more importantly, how to offset and repackage such risks.
The Risk Quantification Trap
Contributing to the disclosure trap, there is also a structural and therefore delayed risk quantification trap which exacerbates the problem.
In truth, financial ‘risk managers’ have little experience in robustly assessing, modelling and quantifying climate-related risks. It is beyond the standard remit - yet their firms will seek to appear as in robust, everyday control of all risks.
Historically, it has not been in the finance sector’s interest to go down the rabbit hole of investing in and building full climate risk modelling capabilities. Not unless they are compelled to by their regulators. As a result, finance sector balance sheets have been ignoring, under-researching and therefore underestimating climate risks.
This explains the huge divergence in climate-related risk impact assessments to date. All of which should be viewed as early-stage risk impact assessments in the scheme of things. Stepping stones to more robust future measures of impact.
Yet seen with an eye on the future, it is very much in their interests to develop climate risk management capabilities, and to be at the front of the pack regarding the taking on of new business and new risks.
Better models and approaches will consequently take time and will require investment to build greater understanding and modelling of the climate /nature-related risks.
“The degradation of nature not only threatens these ecosystem services, but also increases the risk of us reaching ecosystem tipping points, i.e. non-linear, self-amplifying and irreversible changes in ecosystem states that can occur rapidly and on a large scale.
Through these tipping points, we are at risk of going beyond the Earth’s safe operating space for sustaining life on the planet.
From the perspective of central banks and supervisors, the degradation of nature makes our economies, our companies and our financial institutions increasingly vulnerable.
We cannot ignore these vulnerabilities. Indeed, we need to deepen our understanding of how nature-related financial risk affects the economy and the financial system.”
Frank Elderson, Vice-Chair of the ECB Supervisory Board – Sept 2024 speech
Regulators and central banks are now on the case, ushering in new requirements for the integration of climate risk into existing risk assessment and capital adequacy frameworks. But this will likely be a slow progression.
The end result will be a much more sanguine view of risks (and uncertainty) lurking in financial balance sheets, with major adjustments to solvency and capital adequacy calculations as a result.
This failure of the financial sector to adequately prepare for climate-related risks is undoubtedly because of the above disclosure traps and conflicting commercial interests. It is also associated with human biases:
Myopia - Myopia has the effect that people focus on near-term risks and neglect (and under-invest in) long-term risks, for which action is delayed. Myopia is especially problematic with climate change, often not considered to be salient and viewed as a long-term risk.
Herding - Under uncertainty, choices are guided by the behaviour of others and social norms.
Bystander effect / apathy – the greater the number of firms and people with the problem, the less likely for any one of them to take responsibility and do something about it.
Simplification – risks assigned low probabilities fall below the threshold level of concern, meaning no risk-reduction action or research is undertaken.
Availability - Perceptions and preparedness for future natural disasters increase with personal experience. But there is a low historical probability of such, contributing to underestimation of natural disaster risks by the general population.
Finite Pool of Worry - Individuals cannot worry about too many risks at the same time. If concern about one kind of risk increases, concern about other kinds of risks reduces. For example the 2008 financial crisis and its aftermath, and the COVID-19 pandemic, with increased employment and health concerns.
Anchoring and status quo bias - Because it is not in financial firms’ commercial interests to thoroughly explore climate risks and be the first to disclose such, risk managers also tend to ‘switch off’ / insufficiently revise their approach to climate risk intelligence and new information.
Climate Risk Knowledge in Finance
As undisclosed climate risks and impacts grow, the inadequacy of current climate risk knowledge and approaches becomes increasingly apparent. And then the bubble bursts.
Disclosure might have material impacts, affecting market confidence in the financial institution(s) concerned. However, the situation must be recognised as endemic to all financial institutions, particularly those still supporting BAU (Business-As-Usual) activities.
What is needed is a professional climate research code of sorts – similar to those followed by scientists and mathematicians, adjusted for financial industry participants - we are all trying to solve the same problems:
The Pivot Point - from Financial Assets to Nature, Regeneration and Nature Positive Assets
In terms of industry best practices – lying about or playing down climate risks is a commercial instinct, but is not going to inspire confidence and will fall flat sooner or later - when everyone knows the risks are likely enormous. This applies to most businesses not just financial concerns.
Rather than focusing on false reassurances as to expected portfolio losses, a pivot point arises – beyond which it becomes far better to stress the risk benefits achieved from holdings in Nature and Nature-based investment strategies.
And a ‘race to the top’ may prevail, once the bad news (everyone is in for massive losses) is out in the open.
Then the discussion and focus moves on to why the Nature and Nature positive assets are value additive / risk reducing for the overall portfolio of the firm.
The nature of uncertainty and risk from climate change
“An emissions pathway consistent with plans submitted for Paris COP21, implies that we are headed for temperature increases of 3°C or more within a century. Such temperatures carry grave risks to humankind and the planet as a whole... These kinds of temperatures could involve sea-level increases of scores of metres and inundation of many of the coastal cities of the world.
Those kinds of temperatures would radically change lives and livelihoods across the globe. Many parts of the world would become uninhabitable. One of the most densely populated regions in the world, the North China Plain, would likely experience deadly heatwaves later this century with ‘wet-bulb’ temperature exceeding the threshold defining what people can tolerate while working outdoors. Similar heatwaves could also occur in other densely populated parts of the world, such as North India. Hundreds of millions, possibly billions, would have to move, likely resulting in severe and extended conflict.
A global cascade of multiple tipping points in the climate system would be an existential threat to civilisation… … The stakes we are playing for are immense.”
Section 3.1 (citations removed) - Stern et al (2020) - The economics of immense risk, urgent action and radical change: towards new approaches to the economics of climate change
The nature of steadily increasing anthropogenic risk
“It is by using additional fossil fuel energy sources that humans have been able to develop economic systems of resource use that have sustained growth at levels well beyond that of previous societies. However, there is no evidence that they are able to avoid or manage the consequences of doing this. There is no evidence that contemporary economies have or are able to in the near future decisively ‘dematerialise’ or transition from some degree of ‘relative decoupling’ to ‘absolute decoupling’ of economic activity and growth in material and energy use and associated issues like carbon emissions. And it is now widely acknowledged that we have surpassed the Earth’s capacity to restore and repair the damage imposed by this kind of increasing human activity. Current trends in extinction rates, coral reef decay, ocean pollution and acidification, overfishing, deforestation, air pollution and climate change point towards critical tensions, if not collapse. Increased social strife around the world can be considered another sign of unsustainable growth pathways. Ultimately ecological damage and accelerated climate change and its consequences are a signal that economic growth and likely population growth are not realistic options if we are to avoid dangerous Earth System transitions.”
“… the message is clear, transfers and technological change alone cannot solve planetary-scale problems if undifferentiated and continuous economic growth remains the basic premise of our economic system, since this has inevitable consequences for continued material and energy overuse. This must change and it seems this is something that civil society around the world increasingly recognizes...”
"The major carbon polluting nations – along with the multi-national corporations over which they can and should exercise control – retain the capacity to dial-back the CO2 control knob, yet in defiance of the common interest they continue along a fatal path."
“More than three decades have passed since States committed “to achieve… stabilization of [GHG] concentrations in the atmosphere at a level that would prevent dangerous anthropogenic interference with the climate system.” That stabilization has not been achieved… Most significantly, humanity continues to heat up the planet by releasing massive quantities of greenhouse gases (GHGs).
Increasing GHG concentrations in turn strongly influence top-of-the-atmosphere radiative imbalance – known as Earth’s Energy Imbalance (EEI)… EEI is the most critical number defining the prospects for continued global warming and climate change… Earth’s Energy Imbalance has increased markedly in recent decades. Indeed, we have found a total heat gain of 358 ± 37 ZJ over the period 1971–2018. EEI is not only continuing, but increasing…”
Dr. James Hansen
Climate Risk Modelling in Finance
We have a ‘life blind’ economic system with profitability and growth as its core objectives, regardless of the externalities. In similar fashion, risk managers are ‘risk blind’ to life/nature:
Beyond measurable ‘risk’ we have ‘uncertainty’ (‘Knightian’ uncertainty, as first introduced):
Acute climate risks - Event-driven risks, typically short-term extreme weather events such as floods, hurricanes, wildfires, heatwaves, and droughts.
Chronic climate risks - Longer-term shifts in climate patterns / 'state variables', e.g. global temperatures, sea level, and precipitation patterns.
Climate Risk Modelling in Insurance
Climate risk insurance modelling estimates current and future risk through catastrophe modelling, actuarial approaches and probabilistic methods. Over the last 20 years, numerous climate hazard and risk models for different perils have been developed. Climate risk insurance models can also be applied to assess and simulate the impact of climatic risks on insurance uptake, supply/demand and insurance premia, and how insurance can incentivise adaptation.
Risk can be subdivided into Hazard, Exposure and Vulnerability:
Hazard - is the frequency and intensity of the natural hazard
Exposure - is the presence of exposed values, such as buildings, property, or crops that can adversely affected
Vulnerability - is the susceptibility of these exposed values to losses.
Climatic Hazard Risk can be subdivided into five main groups:
Modelling of individual hazards is standard, with a multi-hazard approach less common (for forestry-related damages, flooding and earthquake damages). Compound climate risks are increasing rapidly, and an expanding literature focuses on multi-hazard climate risk assessments. See also the CAT Modelling section below.
Climatic Exposure Risk is typically modelled using data on land use. Aggregated information on land use, housing data, housing characteristics and usage. Forward-looking models often include GDP growth and population growth as a proxy for the growth in exposure.
Hurricane insurance models have a heavier focus on residential buildings than in flood models i.e. the approach is less land-use-based and more focused on the buildings themselves. Exposure may be aggregated by building class, or on the value of insured assets, or the value per building. Wildfire and windstorm insurance models are mostly forestry-related, so that exposure input data are related to forest stand value, and the age of the forest stand.
Climatic Vulnerability Risk for flooding is assessed using depth–damage curves applied to various building or land-use categories. For riverine and coastal flooding, protection standards (e.g. dykes and levees) are considered as risk mitigants. Hurricane vulnerability may be assessed relative to adaptation standards compliant with local building codes, or current observed adaptation standards. Other examples include modelling the building resistance level as a parameter, grouping buildings by location and category. Wildfire and windstorm vulnerability are mostly assessed relative to forestry practices, through a forest management parameter - the level of preventative measures taken is inversely related to the risk. Empirical vulnerability functions may also be used, based on the age of the trees and the probability of destruction. The effect of age on vulnerability is more apparent for windstorms than for wildfires - an increase in the percentage of damaged trees occurs when diameter and height attain higher values.
Location Risk - Climate risk insurance models are most often applied to western and developed countries, rather than less-developed countries. Risk databases for less-developed countries will be more sparse / harder to acquire in general, but such areas are more vulnerable to climatic hazards and would therefore benefit more from insurance coverage. Innovations such as satellite imagery will lead to greater information availability going forwards.
Scenario Modelling - forward-looking models can project how risks develop over time. This is often done by using a climate change scenario (RCP, SSP) in the risk component of the model. Due to the uncertainty of climate change, it is common to use multiple scenarios to estimate future natural disaster risk.
Adaptation (or DRR – Disaster Risk Reduction) measures have the potential to reduce natural disaster risk – a form of proactive risk management that lowers risk, risk premia and encourages societal engagement in resilience-building. For example Hudson et al. (2016) showed that correctly incentivizing adaptation via insurance can lead to a reduction in household flood risk of 12% in Germany and 24% in France by 2040. Adaptation is usually financed by governments and insureds (households, agribusinesses). Wildfire and storm modelling do not typically consider adaptation measures.
Risk and Uncertainty Management
The Keynesian adage is most apt: with so many sources of risk and uncertainty, we will necessarily need to be roughly right, not precisely wrong.
The tools required for uncertainty management are more in the realms of actuarial, mathematical and multi-disciplinary science. But also in the disciplines of gambling and psychology.
So risk managers must now adapt - away from their non-natural economic risk practices - and towards a more encompassing, comprehensive system that integrates financial-world and real-world risk management.
However sophisticated they have become, financial risk measures are still a subset of the universal set of Gaia /Earth system risks.
The challenge is mostly one of building knowledge, building modelling capabilities and moving quickly in the right direction.
Translating Future Climate Risks into Financial System Risks
In order to transcend the current BAU (Business-As-Usual) setting of the planet, climate risks must be seen as more than an environmental and climate issue. They will fundamentally (and permanently) change the landscape of investment and financing.
BAU will ultimately result in, to name a few, catastrophic property damages, greater non-insurability, higher debts and loss of GDP/revenues at all levels - for sovereigns, states, corporates and households.
Climate Losses and Damage Functions
In such scenarios, a robust climate ‘damage function’ will assume a maximum 80-90% decline in GDP, above 4°C threshold MAT (Mean Annual Temperature).
Good business practice and future regulatory compliance will ensure that financial institutions and institutional investors get with the program. They will be obliged to systematically address the significance of such large climate risk impacts and map them, integrating them into their funding and investment decisions, risk management and, disclosures.
With a range of climate-related damages affecting most supply chains over time, the potential for capital appreciation from consistent profits growth will become more challenging in the future.
This negative premium is natural physics (or years of unpriced negative externalities) finally catching up with everyone. The Faustian Bargain has come due.
For equity investors, yield-based returns will start to become more important corporate exposures.
The exceptions will be those corporates in a strong cashflow position and those benefiting from green and/or circular business models – producing in the same way Nature does (closed loop, no waste, no pollution).
More generally, it necessitates a greener investment approach and investment in natural capital assets (assets that rely on ecological systems to generate cashflows e.g. land restoration / remediation, sustainable forestry, agriculture, fisheries, water rights).
Crystallisation of Risks
A so-called Climate ‘Minsky moment’ could be triggered in many ways – with financial system risks manifesting across the board:
Global and Regional Climate Tipping Elements
The severity of climate losses is a function of time:
Insurance as a Shock Absorber
As ultimate underwriters of some climate risks, insurers and reinsurers must know a thing or two about climate risks. The field of climate risk insurance encompasses natural and earth sciences domain expertise e.g. meteorology, geology, ecology.
Major catastrophes in the 1990s have already prompted the industry to reconsider their products in a world with increasing climate-related risk, and to develop new tools for risk management and risk transfer.
Insurers and reinsurers can play the socially-useful role of financial shock absorber for several historical reasons:
- Financial strength – the ability to absorb large losses and maintain solvency even in the face of catastrophes.
- Global diversification – the ability to spread exposure over different geographies and lines of business and to obtain deeper insight into risk distributions
- Risk structuring – the ability to develop new financial and investment tools for risk mitigation, risk offset and transfer. Namely CAT bonds, ILS (Insurance-linked securities), weather derivatives, staggered claims, sidecars, smart contracts, indexing, parametric insurances, multi-layered insurance programs, public-private partnerships and risk pools, co-investment to build rebuilding, infrastructural, technological and nature-based solution capabilities
The methodological steps of the new Integrated Volcanic Risk Assessment (ADVISE) model
Risk Mitigation for Insurers
Annual global insured losses of USD 100+ billion have become the new normal. But these represent c.30% of estimated total global losses i.e. $260 billion p.a. of global uninsured losses (source: McKinsey, period 2016-2023).
With exposure to increasing physical climate risks, (including floods, precipitation, storms and water scarcity) insurance payouts will become increasingly loss-making for certain risk lines, requiring (i) new forms of insurance contract; (ii) new forms of insurance and reinsurance risk offset; (iii) insurance premiums to be repriced and frequently.
Insurance gaps will become increasingly common, as with the California (LA) wildfires, with the state obliged to provide backstop cover in such scenarios.
As risks and damages continue to rise in number and scale, new risk transfer mechanisms and pricing will continue to be required. For example, flood resilience and crop resilience programs will require the combined efforts of government and private sector. Risk-prone areas may ultimately become uninsurable for certain risks, and property owners will be more reliant on government funding and assistance. Similarly for other major risks. Adaptation measures will likely only be effective for certain insured risks.
Catastrophe modelling for Insurers
Catastrophe risk model development is a multi-disciplinary discipline, with an assortment of insurance, engineering, technology and geophysical inputs. Models are used for loss exposure simulation and management, pricing of risk and for capital reserving purposes. Economic loss estimates are generated for ranges of High-Impact Low-Probability (HILP) events, covering natural perils (e.g. storm, flood, earthquake, wildfire) and man-made perils (e.g. cyber, terrorism, conflict).
Significant gaps exist in the catastrophe model landscape – and significant variability in event occurrence probabilities. The largest difference seen to date is a 10-fold difference between two vendor CAT models for the same region peril at OEP (see for example Occurrence Exceedance Probability) 1:250 (Winspear 2020).
The table below illustrates some of the complexities and challenges of catastrophe risk modelling. As can be seen below, it is a necessarily granular discipline, with some overlaps to the climate risk modelling required in finance.
Insurance Industry modelling challenges
Conclusion
Navigating the new world of integrated climate and economic risk assessment is unfamiliar for the finance sector - it requires bold, unfamiliar responses in kind, borrowing from other disciplines. Making predictions about impacts on economies and populations, from a range of complex interconnected variables, with potentially massive impacts, tipping points, feedbacks and accelerating transition risks.
First, the finance sector must come to terms with "the patient" and the problems within: To understand how modern economies have been systematically destroying the overarching natural framework that holds our non-natural daily lives and systems together.
This is what has been created – an economic system where the pursuit of profits is protected above all else – even in the face of egregious behaviour by fossil fuel and other interests that are literally destroying the liveability of the planet for humans and most animal species.
The longer BAU activity continues, the higher the risks to the financial sector and the greater likelihood of collapse. The Sixth Great Extinction is firmly on the horizon.
Cartoon by Jonesy Cartoons
Second, the finance sector must understand and get behind "the cure" and the real-world risk paradigm: And how to reverse the existing degradations and risks to Nature and prioritise the funding and actions required with utmost urgency.
Survival requires true international co-operation and a collective mindset that desires to
Gains in life-capital are the risk parameters / KPIs of the real economy – in sync with nature and society.
All should be protected and developed at the macro level by public resources, planning and investment. Activities negative to Nature / life-capital should be displaced accordingly.
“the conduct responsible for climate change is not just irresponsible—it is unlawful under a range of international obligations, including those under the law of the sea, human rights law, and environmental law. The destruction of Earth’s climate system constitutes an ongoing breach of international law, and it demands immediate legal recognition and cooperative measures to turn the tides, repair the harm, and protect our futures from further destruction"
“Our appeal is to all nations, especially those with the greatest capacity and historical responsibility, to align their actions with the principles of international law and the urgent needs of our shared planet"
“No country can afford to keep its head in the sand any longer. The time for decisive, legally grounded action is now”
Ralph Regenvanu, Vanuatu’s Special Envoy for Climate Change and Environment
Whether this is a dystopian future or not, is largely a function of BAU progression and renewed climate action from here. The faster the transition, the better the prospects for everyone.
Naturally this runs counter to what is happening in some parts of the world – with persistent short-termism and protectionism weighing on the geopolitical landscape. Some nations will not agree at this time, so it is best efforts actions for the sake of everyone.
This is why we need worldwide implementation of legal reforms, the criminalisation of ecocide and related crimes of humanity, and majority decisioning at international level. Worldwide implementation starting with the willing majority and increasing over time.
The sooner we can take remedial actions at scale, the cheaper it will be, and the more results can be obtained. Failing this, debts will likely spiral out of control to pay for the future environmental damages. Early adopters will fare the best in the long run.
Recent posts:
The precautionary approach to climate risks and their impacts on finance. With most climate impact risk assessments ranging from 0% to -20% losses, more work and knowledge are sorely needed. A ‘race to the top’ and Nature-based investments may prevail, once the bad news (everyone is in for massive losses) is out in the open.
The ICJ Climate Hearings 07.12.2024
The collective whole and the law are going to have to get all (or most) nations to commit to Carbon Liability Funds, Loss and Damage, Environmental Protection Funds, and Funds for Future Generations. A positive ICJ opinion will assist to put a straightjacket on future argumentation, and legal weight to the commitment process. In the long run no one is above the law. The alternative is to reform the UN COP process and for the 'most willing' nations to go it alone with other nations, as a 'super majority'.
Towards Ecologically Wiser Management Systems
Introducing a new blueprint for the ecological transition. As the new tools and systems needed for biodiversity measurement and valuation come online, true sustainability is not far away.
The Great Restoration of Nature – Nature and Water
Nature is still the best carbon removal and climate change solution we have. And water is the best protector and regenerator of Nature. As the COP process meets new hurdles, how will the new Nature and Climate solutions actually work?
The Great Restoration of Nature – A Proposed Global Environmental Framework
An examination of global system problems and potential solutions. Nature is still the best carbon removal and climate change solution we have. As Nations remain stuck in their orbits and revisit old ground, new structural Climate Finance commitments and solutions must take precedence.
An Update on the 2024 COPs 1.11.2024
Global Nature Financing - As we enter November and with COP 29 just under 2 weeks away, a brief run down of the recent COP events and publications/ announcements. Also the upcoming UNCCD COP16 in Riyadh - the biennial forum for reviewing progress to combat desertification.
The Global Call for Ecosystem Restoration continued - In this decisive decade, our challenge is to scale up conservation, restoration and Nature Protected Areas. Greater finance for Nature is the goal - And it may come from some unexpected sources!
The 2024 COPs and Climate Finance Solutions 20.10.2024
Global Climate Financing - The 2024 COPs provide the opportunity to garner much greater commitments for climate action. The way forward is to create a centralised Environmental Funds sector - with ongoing funding that is automatic, rather than piecemeal and hard-fought.
Restoring Nature’s Green and Blue Lungs 13.10.2024
A Global Call for Ecosystem Restoration - There has never been a more urgent need to restore ecosystems than now. In this decisive decade, the challenge is to scale up the quantity and quality of projects, and redirect greater finance to nature, for as much impact as possible.
The sheer number and severity of recent extreme weather events is a sign of things to come. With COP29 just a month away, what are the world's leaders going to do about it?
With just 6 weeks to go, the world’s nations are set to decide on a new climate-finance goal, to go beyond the $100 billion per year target set at COP15 in 2009.
Alongside the massive expansion (and funding) of land restoration and regenerative agriculture schemes and the reduction of CO2, are other solutions on the horizon?
Despite a slew of international accords over the past three decades, along with 28 COPs, the rate of decline continues. Focus has diverted away from direct physical solutions, towards technology & market solutions supporting decarbonisation. Yet we have the solutions and available funding.
The Environmental Imperative 15.9.2024
The tipping risk elements of the Earth system, their nature and interdependence, and how to mitigate these risks going forwards.
Appendix
Biodiversity Intactness Index 2015
Ecological Intactness Index 2023
Source: Aqueduct Food 2024 - https://www.wri.org/insights/growing-water-risks-food-crops (Oct 2024)
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5dDerailment Risk - The Feedback Loop Between Physical and Transition Risks and the Erosion of Adaptive Capacity. https://www.garp.org/risk-intelligence/sustainability-climate/missing-climate-risk-250904
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5moA new tool for hazard modelling: https://news.climate.columbia.edu/2025/04/22/a-new-interactive-tool-models-natural-hazards-fueled-by-climate-change/
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5mohttps://www.youtube.com/watch?v=qXHGifdYlQA
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5mohttps://global-tipping-points.org/risk-dashboard/
Eoin Murray Robert Gardner Jay Koh Sasja Beslik Ivo Mulder Jo Paisley Dr Nicola Ranger David Spratt David Stainforth