October 2023 newsletter: A "make or break moment" for NGFS scenarios

Are NGFS scenarios missing the biggest risk of them all? And is GDP the wrong variable?
A "make or break moment" for NGFS scenarios
 
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What is the impact of climate risks when considering nature and social issues? How can we deal with counterintuitive results? How can we address usability issues? And is the focus on risk at the expense of the thinking about monetary policy implications more broadly?

NGFS scenarios are increasingly seen as the ‘market standard’ in the climate scenario landscape.

Since their launch in 2020, they have been downloaded several thousand times and endorsed as ‘market standard’ by the NGFS supervisors as well as a range of key sustainable finance stakeholders. They are referenced or used directly in stress-test or climate scenario exercises across a range of jurisdictions. Despite their reach in adoption, a growing set of concerns has materialized around their use. These concerns are increasingly a challenge to the use of these scenarios more generally, and are not limited to NGFS scenarios, but the broader community of climate scenario modellers and their outputs. The note – while focusing on NGFS scenarios in particular – thus likely also applies to a range of other scenarios.

The focus of this note is to identify the six key issues or battlegrounds that in our view will determine the success, or “make or break” moment for both NGFS scenarios and similar scenarios currently operating in the market.

Getting these issues right is critical. Our engagement with central banks suggests a growing disillusionment with these scenarios and their ability to serve climate scenario risk and stress-test exercises is critical to the underlying objective of the NGFS to increase financial resilience to climate change and the transition to a low-carbon economy.
 
The key 6 issues identified are:
1. Integrating macro nature & social risks
2. How to handle counterintuitive results with messages at odds with the broader transition story
3. The relevance in emerging markets
4. Increasing usability & granularity
5. Looking at wealth effects and elevating monetary policy issues
6. Scenario diversification and the potential for harmonization
We welcome thoughts & criticisms. Tell us what you think by sending us an email at jakob@theiafinance.org.
FUNDING: The report forms part of the LIFE STRESS project. The LIFE STRESS project has received funding from the LIFE Programme of the European Union.‘ The contents of this publication are the sole responsibility of Theia Finance Labs and do not necessarily reflect the opinion of the European Union. Project: Project: 101074271 — LIFE21-GIC-DE-Stress
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June 2023 newsletter: Joint analysis with Oxford Sustainable Finance Group highlights dramatic differences in model outcomes depending on which climate scenario is used

How much does scenario choice matter?
Joint analysis with Oxford Sustainable Finance Group highlights dramatic differences in model outcomes depending on which climate scenario is used
 
Check out the results
Today we are pre-releasing key findings from a joint research project between Theia Finance Labs and Oxford Sustainable Finance Group under the 1in1000 umbrella reviewing the impact of differerent scenarios on climate stress-test outcomes.

We ran 5 stress-test scenarios across valuation and probability of default impacts across 3,646 power companies around the world. The 5 scenarios by different providers (GCAM, REMIND, Inevitable Policy Response, IEA, Institute for New Economic Thinking / Oxford) all provide for similar levels of climate ambition, but the results demonstrate very different financial impacts.

The exercise is unique in applying and comparing scenario choice while keeping everything else constant - the model calibration, the input data, the company universe.

The analysis involves four key findings:
  1. Scenarios with similar ambition level may yield significantly different financial impacts
  2. At firm level, there is limited comparability between different scenarios in terms of financial impacts
  3. Even when filtering those companies that have a negative shock across scenarios,the overall shock levels can be dramatically different
  4. Similar to other providers, the NGFS scenarios also show large differences, suggesting only limited comparability between NGFS scenarios and thus the limited ability for NGFS scenarios to provide harmonized or standardized results.
The research will be published in a detailed report in Q4 this year as part of the UK CGFI and 1in1000 programmes. You can find the results and findings as a slide deck here.

WE ARE ALSO RERELEASING OUR ANALYSIS OF CHOICES FOR IMPLEMENTING "DYNAMIC PORTFOLIO ASSUMPTIONS IN CLIMATE STRESS-TESTS

The analysis compares the pros and cons of different "dynamic portfolio" assumptions in climate stress-tests and scenario analysis exercises and the potential impacts of introducing dynamic assumptions in stress-test results. You can find the report here



 
IMPORTANT NOTE: As part of Theia FInance Labs rebrand process, we have consolidated our GDPR-compliant mailing lists across both current and historical research projects. You are receiving this  newsletter because you previously registered to receive our correspondence either through our website, through registering your interest as part of your participation in a previous project or program (e.g. PACTA), or as a media contact. We hate spam and we know you do too! We have only consolidated historical mailing lists marked as GDPR compliant as part of this process and so we assume you want to read about our work, but we recognize that you may no longer be interested in receiving our correspondence. We value our research, but we also value your time working on sustainability issues, so if this work is no longer relevant to you, don't waste your important work on sustainability by reading research that you don't feel contributes to it. Unsubscribe now! And please accept our apologies in advance if our attempt at consolidating mailing lists as part of our rebrand means you are receiving content that is not of interest for you. You can find the unsubscribe button at the bottom of this email. We hate to see you go of course and promise to be thoughtful and judicious about our communications!

 

FUNDING:

The report forms part of the LIFE PACTA 2.0 project. The LIFE PACTA 2.0 project has received funding from the LIFE Programme of the European Union.‘ The contents of this publication are the sole responsibility of Theia Finance Labs and do not necessarily reflect the opinion of the European Union.

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November 2023 newsletter: Could three simple policy reforms help prevent future bailouts in a "polycrisis" world?

After the bank bailouts, we reformed banks...
Could three simple policy reforms help prevent future bailouts in a "polycrisis" world?
 
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Should business interruption insurance become mandatory (and reformed to address exponential risks? Should companies operate with the equivalent of capital (or cash) requirements to increase risk resilience? And what is the role of 'force majeure' clauses in contracts in a world where major risks may become the norm?

The COVID-19 pandemic is a “crisis gone to waste” as meaningful reform to corporate resilience was not actioned and in fact little discussed. Key lessons from the pandemic in terms of flaws in the system remain unaddressed.

While there have been some legislative efforts in some jurisdiction to address the particular corporate resilience to pandemics (notably through dedicated reform of business interruption insurance as it pertains to pandemics in the United States,  or with regulatory reviews of business interruption insurance (e.g. UK Financial Conduct Authority), these have not actually translated into meaningful policy reform. Moreover, they remain largely focused on pandemic specific issues and don’t address the broader challenges around corporate resilience in a world of ‘exponential risks’. This report focuses in particular on the policy opportunity set related to strengthening financial resilience across three key policy areas. Significant work is undoubtedly needed to explore these policy levers, their pros and cons, and the optimal implementation vision. However, one thing is clear. Policy inaction condemns us to a neverending cycle of bailouts or moments in time where such bailouts are no longer affordable (politically or financially).

In 2021, we released a set of recommendations to reform corporate resilience as part of our report "Corporare Rainy Day Fund". Our new chart pack " A crisis gone to waste" reviews these proposals and their relevance three years after the pandemic began and seeks to restart the debate about policy reforms to strengthen corporate resilience, rekindling the spirit that drove financial sector reform after the Global Financial Crisis.
 
 
 
 
DEEP DIVE - LAW FIRMS MAY SOON REGRET USING BOILER PLATE FORCE MAJEURE CLAUSES IN A WORLD WHERE "FORCE MAJEURE TYPE RISKS"  BECOME THE NORM

Force majeure clauses or “hardship clauses” represent opportunities for contractual exits.

According to NortonRose Fulbright (2020), and it is worth quoting at length here: “…the concept force majeure has its origins in French law where there are express provisions in the French civil code which excuse contractual performance where events have happened outside the parties’ control which could not have been foreseen at the time of contracting and which could not have been avoided by appropriate measures. It can also operate to exclude a claim for damages. However, force majeure is not a standalone concept of English law. Under English law, contractual performance will be excused due to unexpected circumstances only if they fall within the relatively narrow doctrine of frustration. This doctrine will apply by default unless the parties agree on something else in their contract.” In other words, either the concept is not specifically defined, or parties define certain events specifically to clarify the scope of “force majeure”.

When looking at “force majeure” clauses in contracts, their phrasing and scope suggests that the actual implementation of these clauses is highly unclear.

As part of research published in 2021, we looked at a sample of 34,451 publicly available contracts from the LawInsider Database, which contain “force majeure” clauses Across the 34,451 contracts that contained such clauses, 338 “types” of clauses could be identified. In other words, the language of “force majeure” clauses in these contracts could be clustered in a limited number of categories. The chart to the right highlights how many clauses mention specific events. The most frequent citation is war, represented in over 50% of force majeure clauses as a specific case. Of course, a large minority of clauses do not further stipulate which kind of events fall under the force majeure category.

The wide variety of different “standard clauses” in contracts is striking. Around 7% of clauses mention no specific risks. 53 of the 34,451 clauses mention at least twelve different types of risks. The distribution between these two extremes is roughly normal, with most clauses mentioning between 3-6 risks. 

The analysis demonstrates the ambiguity of these clauses and the extent to which they can – and will be – contested in court when these risks materialize.

If a force majeure clause, for example, doesn’t mention terrorism, does terrorism count as force majeure? While some argue for more detailed descriptions, they risk falling into the trap of creating lists that are exclusive rather than inclusive. As a result, the ability to exit “mega risks” may not actually exist, depending on the phrasing of the force majeure clauses.
As outlined by leading US law firm Paul Weiss (2020), “COVID-19’s classification as a “pandemic” by the WHO will trigger a force majeure clause that expressly accounts for “pandemics.” That said, the declaration of pandemic standing alone—without a reference to pandemics in a force majeure clause—will not automatically constitute a force majeure given the courts’ focus on whether the event is specified within the contractual language. Clauses that are silent on pandemics, epidemics, or other viral outbreaks are likely to be insufficient for a force majeure defense due to COVID-19, unless, of course, courts liberalize the force majeure analysis to account for market realities.”

Moreover, even if “contractual exits” exist, they at best provide incomplete support for financial resilience.

Force majeure clauses may allow businesses to cut costs from their suppliers, rents, and other payments, but they don’t capture all types of outgoings, notably labor that – even under some layoffs – still represents a cost. Moreover, as outlined above, they also represent a risk to businesses as contractual guarantees may be lost. The contractual exit creating resilience for one company may be the death knell of another. In sum, both in the way they are currently applied and as a concrete mechanism, force majeure clauses are incomplete in driving the financial resilience of companies.

Finally, contractual exits are a “micro” source of resilience, with a winner and a loser.

They are thus a source of resilience for an individual company, but also a source of risk for the counterparty relying on the contractual payment commitments to operating their business. As a result, this mechanism does not seem relevant for further analysis in terms of policy support, although it seems clear that the better articulation of these clauses – also in the spirit of avoiding protracted litigation driven by poorly written clauses – is a worthwhile endeavor for private sector actors and can also reduce uncertainty. However, it is unlikely to overall address the challenge of pivoting from bailouts as a first to bailouts as a last resort.
We welcome thoughts & criticisms. Tell us what you think by sending us an email at jakob@theiafinance.org.
FUNDING: The report forms part of the LIFE STRESS project. The LIFE STRESS project has received funding from the LIFE Programme of the European Union.‘ The contents of this publication are the sole responsibility of Theia Finance Labs and do not necessarily reflect the opinion of the European Union. Project: Project: 101074271 — LIFE21-GIC-DE-Stress
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January 2024 newsletter: New paper finds climate risks as modelled by NGFS scenarios may understate actual potential risks by a factor of 2-3x

You've heard climate risks are underestimated...but by how much?
New paper finds climate risks as modelled by NGFS scenarios may understate actual potential risks by a factor of 2-3x
What factors cause climate risks to be understated by 2-3x in traditional models? Read our report
The current results of climate stress-tests conducted by financial supervisors and the private sector suggest that climate-related risks are less pronounced than ‘traditional’ risks assessed as part of ‘normal’ stress-test exercises.

Current estimates around potential financial losses from physical climate risk oscillate around 5-10%, although certain institutions may have higher results. By being more ‘conservative’ in the models underpinning these approaches, they cater to the sensitivities of the central banks developing them. However, as a result, they also may hide more extreme outcomes.

A key challenge in interpreting these outcomes is the extent to which these exercises are limited in their scope of application.

Climate stress-tests (or scenario analyses as they are sometimes called) typically build on the NGFS “Hot House” scenario. There a number of challenges to this approach however:
  • The scenarios represent a ‘central’ estimate under a high-carbon future and not some of the more pessimistic outlooks about the potential economic dislocation that higher temperature outcomes may bring.
  • They typically do not consider the additional effects of climate tipping points (physical or social).
  • They similarly understate climate risks at lower temperature outcomes as being effectively negligble.
  • Finally, these scenarios focus exclusively on direct climate impacts and do not take into account the potential social or ecosystem shocks that may arise as a result of climate change.
Our latest discussion paper by 1in1000 seeks to identify the potential levels of financial losses under a more proper ‘stress-test’ scenario for equity markets, focusing on the integration of climate, as well as social and ecosystem tipping points.

The paper combines academic research on the potential GDP effects of climate change with and without climate tipping points, ecosystem service loss, and social tipping points. It aggregates these risks to develop alternative GDP pathways until 2050 where risks from these factors materialize. These alternative growth pathways are then plugged into a multi-period discount dividend model to simulate implied valuation losses or lower return implications of these scenarios. Read the report here.

Integrating social, ecosystem and climate tipping points into stress-tests could generate long-term negative growth rates. Our findings suggest that climate tipping points, ecosystem (including biodiversity) decline, and social risks have the potential to amplify the financial losses in equity markets from climate change by a factor of 2.5-3.5x

A high baseline climate risk (i.e. using a climate stress-test model with meaningful baseline GDP losses over the next 30 years)  stress-test scenario can create a 10% shock to global equity markets. A combination of climate tipping points, ecosystem decline, and social risks can increase that number as a cumulative risk to 27%, almost 3x the baseline losses. A low baseline scenario of a 4% shock in turn turns into a 14% shock when considering these other factors. These losses are dramatic as they are secular and not cyclical. It is worth flagging that this event would be unprecedented in modern financial market history.
 
Annual GDP Growth is roughly 50% lower when considering additional climate risks from climate, ecosystem, and social tipping points.
What factors cause climate risks to be understated by 2-3x in traditional models? Read our report
The models and calculations used here are by design rudimentary.

We describe the approach in this paper as “quantiative heuristics”. We do not provide a fully developed, integrated economic model, but rather build a simple GDP and discounted cash flow model that is shocked based on the estimates of economic impacts of the these different “tipping points” on GDP, sourced from third party literature. The effects are aggregated and then integrated into a “global discounted cash flow” that seeks to estimate the loss in future asset value in terms of today’s net present value. The simple approach allows for a clean isolation of different potential tipping points individual effects as well as a clear communication on the findings. Crucially, the analysis is not an attempt to quantify mispricing, but simply the delta in net present value of equity markets under a ‘no impact’ and ‘impact climate estimate.

While this report seeks to provide a broader basis for discussion about climate risks, it recognizes that it too may understate the total impacts. The ultimate economic impacts of climate tipping points is contested (Carbon Tracker Initiative 2023). What is more, dramatic economic shocks will obviously not just impact the valuation through lower cash flows but also higher long-term risk premia (the subject of an upcoming report). Our “quantitative heuristics” isolates the pure “economic” impacts and how they pass through to cash flows and thus provide a clear indication of the potential effects of these tipping points.

They are developed based on third-party academic and grey literature, and historical shocks involving similar events where they exist. Despite the uncertainty of these estimates, including them likely represents a more complete picture of what a “climate stress-test scenario” should or could look like.
 
FUNDING: The report forms part of the LIFE STRESS project. The LIFE STRESS project has received funding from the LIFE Programme of the European Union.‘ The contents of this publication are the sole responsibility of Theia Finance Labs and do not necessarily reflect the opinion of the European Union. Project: Project: 101074271 — LIFE21-GIC-DE-Stress
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January 2024 newsletter: Is mandatory climate insurance a good idea? We first proposed the concept 4 years ago. Italy is now putting it into practice

Is mandatory corporate climate insurance a good idea?
NEW REPORT ALERT
THE QUESTION: Is mandatory climate insurance a good idea?

THE ANSWER: We first proposed the concept 4 years ago. Italy is now putting it into practice.* But unless it is designed in the right way, it is destined to fail.

The insurance protection gap in the context of the accelerating climate crisis is now an existential risk to businesses. When we published the report "Corporate Rainy Day Funds" four years ago, we set out to map a suite of policy recommendations that could avoid the scale of bailouts seen during the pandemic AND avoid future 'climate bailouts' that seem inevitably on the rise.

Over the past years, we have engaged regulators, insurance companies, and industry experts on our ideas. Mandatory climate insurance in particular sparked significant debate as to the obvious advantages but also emerging challenges. As Italy pioneers its policy from next year, our latest "Make or Break" report lays out a set of challenges and recommendations to make mandatory climate insurance work.

Read our "make or break" report on mandatory climate insurance and how to make it work here.

As always, our Make or Break series represents ideas designed to start a conversation, not end them. We hope they sometimes change other people's minds and sometimes spurs responses that change ours. Whether you agree, disagree, or think we miss the point, we'd love to hear from you!
 
*We do not seek to take specific credit for this policy measure. However, given that our research was among the first, if not the first, to lay out the case for mandatory corporate rainy day funds and insurance in the face of growing climate risks, we are excited to see the opportunity for policy entrepreneurship.

 
 
INTERESTED IN OUR 2020 REPORT OUTLINING THE CONCEPT OF A CORPORATE RAINY DAY FUND? READ THE REPORT HERE

The report forms part of the LIFE STRESS project. The LIFE STRESS project has received funding from the LIFE Programme of the European Union.‘ The contents of this publication are the sole responsibility of Theia Finance Labs and do not necessarily reflect the opinion of the European Union. Project: Project: 101074271 — LIFE21-GIC-DE-Stress

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January 2025 newsletter: The 1in1000 climate risk models, co-cordinated by Theia Finance Labs and The Oxford Sustainable Finance Labs, have now been applied or are in the process of being applied across +15 major jurisdictions around the world

If DeepSeek can be open-source, so can climate risk models...
The 1in1000 climate risk models, co-cordinated by Theia Finance Labs and The Oxford Sustainable Finance Labs, have now been applied or are in the process of being applied across +15 major jurisdictions around the world.

While commercial climate risk models proliferate, our suite of models are public access and open-source, and have recently been featured in both academic articles and working papers. As a result, our analytical solutions have found particular uptake with financial institutions and regulators in emerging markets, supporting the core theory of change of Theia Finance Labs of "reducing the transaction costs of doing the right thing." At the same time, we are also scaling our partnerships in developed markets, including by linking our traditional risk models with the tilt SME climate data programme to allow for the first generation of transition risk assessments for SMEs .

The 1in1000 risk model suite includes valuation and credit risk models covering physical risks, transition risks, climate litigation risks, nature risks, and social risks related to climate impacts, the only model suite we are aware of with both that breadth and depth. If you want to find out more about how you can use this work for your organization, reach out us at jakob@theiafinance.org and book a conversation.

CASE STUDY: CALIFORNIA
 

1in1000 delivered pro-bono support to the California Department of Insurance to conduct an in-depth climate risk exercise of California, Oregon, and Washington-licensed insurance companies’ investment portfolios. This analysis modeled the impact of multiple climate scenarios on over $500 billion in assets managed by insurance companies. The results revealed significant potential exposure to climate risks, particularly under scenarios of delayed policy action, where losses in asset value could rise substantially. These losses could range from $7 billion to $40 billion on corporate bonds alone in coming decades.

 

We are thrilled to have worked on the first-ever climate stress testing exercise conducted by U.S. state insurance regulators,” said Jakub Cervenka, Research Manager for Theia Finance Labs, which developed the 1 in 1000 TRISK climate stress testing framework used in the analysis. “Together we are making significant steps towards integrating forward-looking climate risk assessments into financial supervision.”
 

The report represents the first ever regulator-run climate risk exercise of U.S. insurance companies across states. The analysis resulted in a report “The Hidden Cost of Delaying Climate Action for West Coast Insurance Markets,” which was published by the California Department of Insurance in March 2024.

CASE STUDY: INDONESIA
 

 

The 1in1000 Initiative, in partnership with WWF Indonesia, supported Bank Indonesia in conducting a comprehensive climate risk exercise of the nation’s banking sector’s credit portfolios, the first exercise of its kind in Indonesia. This initiative focused on evaluating the exposure and resilience of banks’ credit portfolios across high-emitting sectors, including coal, oil and gas, power, and automotive industries. Utilizing the TRISK framework, the analysis assessed the potential impact of climate transition risks on these sectors. The findings revealed notable increases in the probability of default (PD) and expected loss (EL) across the evaluated sectors of coal, power, oil and gas, and automotive. Despite the coal sector exhibiting the highest increase in PD, the power sector presented the highest expected loss due to the substantial exposure banks have in this area.

 

The project resulted in a working paper published by Bank Indonesia to describe the first climate risk exercise ever performed in this emergent economy. By providing detailed insights into sector-specific vulnerabilities, the project equips Bank Indonesia with the necessary information to manage climate-related financial risks effectively.  This initiative exemplifies 1in1000’s commitment to advancing risk capabilities in emerging markets, enabling financial institutions to navigate the complexities of climate-related financial risks with greater confidence and precision.

FUNDING: The report forms part of the LIFE STRESS project. The LIFE STRESS project has received funding from the LIFE Programme of the European Union.‘ The contents of this publication are the sole responsibility of Theia Finance Labs and do not necessarily reflect the opinion of the European Union. Project: Project: 101074271 — LIFE21-GIC-DE-Stress
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February 2025 newsletter: IPR Forecast Policy launch

We asked 247 climate transition experts what will happen to climate post Trump...
We know that post US election, the climate transition story has changed. But what do transition experts actually think the transition will look like after the 'mega election year'? Where is the optimism, where the pessimism, by sector and country? Find out in the launch webinar of the IPR 2025 forecast. Register here.

Principles for Responsible Investment and the Inevitable Policy Response will present the IPR 2025 Transition Forecast, informed by input from several hundred international climate and policy experts. Undertaken post the US election, the forecast will provide investors and policy makers with the latest assessments from IPR on the current and expected pace of climate, land use and nature-related transition in G20+ nations, and outlooks to 2030 & 2050.

Webinar Speakers:
Jakob Thomae, Research Director, IPR
Jane Ambachtsheer, Global Head of Sustainability, BNP Paribas Asset Management
Jennifer Anderson, Managing Director, Global Head of Sustainable Investment and ESG, Lazard Asset Management
Sean Kidney, CEO, Climate Bonds Initiative

Moderated by:
Daniel Gallagher, Ph.D., Senior Lead, Climate Change, Principles for Responsible Investment
 
Event Details:
Date: Thursday, 27th February 2025
Time: 14:00 - 15:00 BST / 15:00 - 16:00 CEST / 09:00 ET
Platform: BrightTALK
Register here.
 
Catch Up Options
Can’t make the Webinar? Register in advance and your catch up viewing option will be available post February 27th via PRI Webinars on Demand.
 
Inevitable Policy Response
Website: Inevitable Policy Response
LinkedIn: Inevitable Policy Response
#iprforecasts
 
About Inevitable Policy Response (IPR):
The IPR is a climate transition forecasting consortium that aims to prepare institutional investors for the portfolio risks and opportunities associated with a forecast acceleration of policy responses to climate change.
To help prepare markets and investors, IPR then models in detail the impact of the forecasted policies on the energy system, food & land use system, and real economy. More information is available here.

The IPR consortium is led by Energy Transition Advisers (ETA) & Theia Finance Labs. Analytical support is provided by Deloitte who is part of a Research Partner Group which includes the Carbon Tracker Initiative, Climate Bonds Initiative & Planet Tracker Initiative.
IPR was commissioned by the Principles for Responsible Investment (PRI) in 2018 with the objective of preparing institutional investors for the portfolio risks and opportunities associated with a forecast acceleration of policy responses to climate change.

IPR is funded in part by the Gordon and Betty Moore Foundation through The Finance Hub, which was created to advance sustainable finance and the ClimateWorks Foundation striving to innovate and accelerate climate solutions at scale. In 2024 The Bezos Earth Fund has become the main supporter.
FUNDING: This newsletter forms part of the LIFE STRESS project. The LIFE STRESS project has received funding from the LIFE Programme of the European Union.‘ The contents of this publication are the sole responsibility of Theia Finance Labs and do not necessarily reflect the opinion of the European Union. Project: Project: 101074271 — LIFE21-GIC-DE-Stress
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March 2025 newsletter: Scenario variability research - Now that we have all those climate scenarios, which one do we pick for our analysis?

Transition risks highly sensitive to input scenarios, even when they have similar 'ambition' levels

Now that we have all those climate scenarios, which one do we pick for our analysis?

Since climate scenarios are built using inherently complex Integrated Assessment Models with a whole plethora of assumptions and many moving pieces, the way scenario pathways are created feels like a black box, or rather box of chocolates. “You never know what you’re gonna get.” 

Without transparency on what drives each scenario’s forecasts, practitioners struggle to assess credibility or apply these trends in stress testing. To address these question, the 1in1000 Initiative release a new  study analyzing the variability of climate scenarios and their implications for financial risk assessments. We integrate multiple scenarios targeting below 2°C from four major providers—NGFS, IEA, IPR, and INET—into the 1in1000 “TRISK” climate transition stress testing framework. This consolidated approach applies a bottom–up stress test on 3,419 power companies, measuring changes in both net present value (NPV) and probability of default (PD) under various scenario trajectories. Our comparisons include five scenarios with a below 2°C ambition and four scenarios pursuing net zero by 2050.  The lessons learned are:

  • Corporate–level NPV valuation changes vary substantially across scenarios of the same climate ambition, leading to diverging market and credit risk outcomes
  • Disagreements in technology pathways between IAMs and scenario providers drive significant heterogeneity, even under the same climate policy ambition
  • In general, renewable companies see consistent NPV gains, however, outcomes for coal, gas, and oil capacity diverge significantly more—some scenario result in positive performance while others in negative
  • Hydro and nuclear power exhibit the greatest uncertainty, showing sharply different outcomes depending on the scenario chose.
  • Credit risk estimate of probability of default impact also vary but show marginally higher agreement between scenarios than NPV results

This paper demonstrates that the results of any financial stress test, regardless of the complexity, consistency, or transparency, are highly dependent on the climate scenario that is being input into the stress test.
This has important implications for financial institutions, highlighting the need to consider a broader range of climate scenarios and the application of several future trends due to the potential for biases in climate scenarios, and the uncertainty in the assessment of risk from the stress testing framework itself.
So what should financial institutions do, which scenario should they pick? After the US election, it should be clear that simulations of hypotheticals may be interesting for 'stress-tests', but disconnected from reality. It is time to move away from traditional 'scenario simulations' to 'conviction based forecasts'. As Co-Convenor of the Inevitable Policy Response programme, we support the development of tools and software that allow financial institutions to develop their in-house forecasts, benchmark these against a universe of +100 (and growing) market participants and ~250 transition experts surveyed by IPR. If you are interested in how you can develop concition-based forecasts, reach out to jakob@theiafinance.org

Download the working paper
FUNDING: The research and newsletter forms part of the LIFE STRESS project. The LIFE STRESS project has received funding from the LIFE Programme of the European Union.‘ The contents of this publication are the sole responsibility of Theia Finance Labs and do not necessarily reflect the opinion of the European Union. Project: Project: 101074271 — LIFE21-GIC-DE-Stress
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March 2025 special newsletter: Theia Finance Labs is proud to support the release of "The Pocket Guide to Planetary Peril", by Theia CEO Jakob Thomä.

New book by Theia CEO Jakob Thomä - A pocket guide to planetary peril
Pre-order the book here
Theia Finance Labs is proud to support the release of "The Pocket Guide to Planetary Peril", by Theia CEO Jakob Thomä.

From the Atomic bomb to the Zombie apocalypse (via AI, geoengineering, nanotechnology, nature collapse, and of course, climate change), learn the truth about twenty-six fascinating doomsday scenarios. Featuring scientific facts, entertaining anecdotes and expert advice, this is a jaw-dropping book about what should REALLY be keeping you up at night. Funny, eye-opening and charmingly illustrated, this is the perfect book for doomsayers, cynics and pessimists everywhere. The book is available for pre-order wherever you get your books in English (Link), German (Link). The book will also be available in Spanish in the course of 2025.

The book builds in part on the analytical work of the 1in1000 initiative around long-term and existential risks, including the first integrated risk assessment of climate, social and nature risks in one risk exercise (Link), the development of the first COVID-19 financial risk scenario in March 2020 (Link), and our broader body of work around long-term risks and calls for long-termism in the context of financial supervision (Link). Of course, it also steals from our stress-test exercise of an alien invasion (yes, we wrote that one too)

Jakob is also the author of the "Kill Score" book, available in German, Korean, and Japanese - wherever you get your books.

The book is now available for pre-order wherever you get your books (Waterstones, Amazon).

WHAT OTHERS ARE SAYING ABOUT THE BOOK
 
Eye-opening, engaging . . . an indispensable guide to the existential risks facing humanity. Thomä masterfully presents complex issues with clarity and insight, empowering us to face these shared threats without being overwhelmed by their gravity -- Ben Caldecott, founding Director of the Oxford Sustainable Finance Group at the University of Oxford Smith School of Enterprise and the Environment

A must-read. Witty, incisive ... An utterly refreshing take on our age of risk and uncertainty! This book doesn’t just inform; it galvanises -- Sean Kidney, CEO of the Climate Bonds Initiative

A lively, fascinating guide to the many existential risks faced by 21st-century humanity - from those that we can't do much about, to those that we very much can -- Simon Mundy, Financial Times journalist and author of 'Race for Tomorrow'

This book of perils, naturally, will make you gasp and grimace; it will also make you grin. Thoma is an erudite yet charming tour guide, inviting you through his personally selected A to Z of existential threats -- Catherine Howarth OBE, Chief Executive of ShareAction

Thoma
has pulled together some fascinating data about the perils we face, real and imagined. It should encourage senior executives and risk managers of all kinds to think more broadly about the hazardous and fast-changing world we live in, and how to survive in it -- Howard Davies, author of 'The Chancellors', Chairman of the NatWest Group, and first Chairman of the Financial Services Authority

Irreverently insightful and all encompassing, The Pocket Guide to Planetary Peril is essential reading for anyone grappling with the polycrises threatening human existence. Equal parts wit and wisdom, this book will have you rethinking all manner of existential risk and the future of our world -- Lauren Smart, Head of S&P Global Sustainable1
Pre-order the book here
FUNDING: This newsletter forms part of the LIFE STRESS project. The LIFE STRESS project has received funding from the LIFE Programme of the European Union.‘ The contents of this publication are the sole responsibility of Theia Finance Labs and do not necessarily reflect the opinion of the European Union. Project: Project: 101074271 — LIFE21-GIC-DE-Stress
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April 2025 newsletter: What will emerge from the chaos?

What will emerge from the chaos? How to interpret the current crisis if you're not just trading volatility

What will emerge from the chaos?

Thoughts on the current crisis, the emergence of a second ‘transition’ next to the energy transition, and what all this means for climate, by Theia Finance Labs CEO Jakob Thomä


A lot of commentators are focused on what is happening in markets today. While it is tempting to trade on the volatility, long-term investors should ask themselves a more fundamental question: What will emerge from the chaos? 

To understand what the world will look like in two, or five or ten years, we need to first understand the source of the imbalance that is driving the current chaos.

And no, it is not the current account deficit.

While Bluesky and LinkedIn posters have mocked the rudimentary confusion inherent to Trump’s approach to trade, there is another side of the trade ledger that has created a historically unprecedented imbalance in an obscure but crucial macroeconomic indicator: The Net International Investment Position (NIIP).

Over the past 20 years, foreign entities have built up a net stake in the US economy of $26 trillion, equivalent to almost 100% of US GDP (~$78,000 per capita), and equal to around 20% of US net wealth. In other words, the US owes the world $26 trillion more than the world owes the US.

Assuming the average yield on these assets is 5%, foreign entities have an effective claim on US economic activity of around 4-4.5%.

It may be funny to mock your trade imbalance with the supermarket. But at some point you have to still make money.

To put that number into context, the annual ‘economic extraction’ of France from its colonies during the Colonial Era is estimated by one study at 2% of GDP (I will admit this seems like a wild underestimation, but is nevertheless helpful context for how dramatic such a situation can be).

While the US administration policy actions are chaotic, they respond to a fundamental truth: The current situation is unsustainable

 

 What Phoenix will emerge from the ashes...?

Over the next 5-10 years, the United States will have to dramatically devalue its liabilities. This will involve a three-pronged approach: currency devaluation, financial repression, and rebalancing trade.

Currency devaluation is already under way. The EUR-USD exchange rate dropped from 96 cents to 86 cents at time of writing within the span of 2 months. It does not seem unreasonable to conclude that the USD will settle at a new long-run equilibrium of 70 to 80 cents to the Euro, with similar movements against other major currencies like the Yen and Reminbi (the Pound may prove to be a sui generis given the idiosyncratic position of the UK economy).

A currency in freefall will drive up yields for foreign investors, a major buyer of US debt instruments. Higher yields however offset the benefits of reducing the value of international liabilities by increasing their return.

So the US will face a Catch-22 at this point. The Mar-A-Lago Accord envisions strongarming creditors into buying long-term low or zero interest instruments to resolve this issue. This seems implausible as a strategy, but crazier things have happened.

Failing that strategy, the US will be forced into using a combination of the Federal Reserve balance sheets and capital controls.

A massive quantitative easing program can suppress yields, but will obviously drive up inflation, which will in turn also drive up yields (and create an obvious tension for the Federal Reserve).

The long-term equilibrium here however is clear: Higher baseline inflation targeting of 4-5% (while this may seem politically toxic, inflation was higher than 3% from 1967 to 1986, a period of 20 years), lower currency value of 15-25% (dare I say 30%?) relative to the first two decades of this century, and (implicit or explicit) capital controls limiting domestic capital outflows that limit the increase in real yields (<100 basis points)

This would both dramatically reduce the US trade deficit and the net foreign liabilities. Reducing these liabilities in nominal terms by 20-30%, real yields increasing by 50 basis points (despite financial repression, it is unlikely that real yields would also not increase), and nominal GDP increasing by 30%-40% by 2030 could roughly halve the foreign tax to <2.5% of GDP. At this point, there is a long-run pathway established that would likely further reduce that number to <2% in the 2030s.

This still leaves a number of open questions.

The first question is how much glass will break in the interim and whether we will have a recession, a depression, a financial crisis, or even outright civil conflict. You can read Ray Dalio and many other commentators for these perspectives. I won't elaborate here, as this blog is about what will emerge from the chaos, not the chaos itself.

The second question is: What happens to global GDP? What happens to other markets and asset classes?

There are some obvious effects.

I predict we will see some of the first global effects in commodity markets, which will achieve a new equilibrium as they move inversely to USD values, settling at higher rates despite economic instability. Of course, this will be a nominal effect in the first instance. Oil will not in fact become more expensive for Europeans. Real energy prices are likely to remain repressed in an uncertain, low-growth environment.

There will be obvious exceptions. Some commodities will become more expensive due to supply chain effects. And fundamentals (e.g. agricultural commodities, clean energy minerals and metals) as well as ‘safe haven’ considerations (e.g. gold) will do their part.

Second, we will see the rise of ‘safe havens of last resort’. In the first instance this will be other major markets (Europe, Japan, Switzerland, and yes, China).

As safe havens of last resort prove (at least in their current configuration) unable to stem the role the US Treasuries played, we will see negotiations as to the development of new reserve currencies to price contracts in international trade and build size and liquidity. This could be imagined as the IMF Special Drawing Rights 2.0 or a more bottom-up collaboration and even a new era of currency consolidation (as crazy as that sounds).

Third, I am overall optimistic about economic growth in the medium-term. These market frictions will obviously inhibit economic growth. At the same time, they may drive more medium-term stability. A low-interest rate environment will offset some of the risk premia spikes that come with political instability. Productivity gains can be expected from the clean transition by driving global electrification, a long-run decline in both energy prices and energy price volatility, and a ‘de-commodification’ of energy.

Ultimately, I think global markets will replace the US demand loss and that productivity fundamentals will support a more broad-based economic development.

It may at this point sound insane but there is plenty of economic development left. China’s GDP per capita is still lower than Montenegro’s (and the world average).

There may even be a ‘Brexit effect’ with a political reset of the popularity of populist parties.

This language may set off alarm bells for the degrowth movement. I am not interested in debating this here. Simply put, there is a future where people can live in prosperity without the US running a $1 trillion current account deficit. Dare to imagine it!

Of course, there are major downside risks to growth driven by political instability and the social tipping points from climate impacts (e.g. migration, conflict for resources, spiking risk premia, spiking real depreciation rates, economic dislocation).  I will readily admit that a lot of the research we produce in the 1in1000 programme suggest that climate change and social tipping points may permanently damage growth and wealth prospects. Our most extreme scenario has long-run negative growth. But these other macro trends should be distinguished from the fundamental repositioning of global markets currently under way, which do not have to be net negative in and of themselves.

 

Will the Phoenix be green?

I have been following the climate sceptic / denial community closely since the birth of my second son two and a half years ago (listening to climate denial podcasts were the only thing that would let me go back to bed after a 3 am bottle feed).

They have never been this exuberant.

I think we will look back on Trump as a Trojan horse (and I just don’t mean the emissions impact, that we estimate at -0.5 GT of CO2 annually from lower economic growth).

As Trump isolates the United States internationally, he also will isolate the anti-climate coalition.

Fossil fuel importers like Japan, Europe, and China will now face not just the OPEC power play, but also the fossil fuel power play of the United States. Energy independence will become more important than ever. And there is only one source that delivers it: clean energy.

The chaos of the Trump administration hides key truths. One is the macroeconomic imbalance. The other that we are indeed in a battle of ideas.

A man is judged by the company he keeps and a company is judged by the men it keeps. And the anti-climate movement keeps bad company.

This strategic weakness in the battle of ideas meets a moment where – at least for some industries and technologies – we are finally approaching the tipping point where “what’s good for business is good for the planet”.

I was about as pessimistic as I could have been in December 2024 when it comes to climate. I have not been this optimistic in years.

There is one important caveat: The end of net zero

We will pull our hair out over the coal fired power plants that will still be built and the US climate policy rollback.

But the real drama is in the R&D the Inflation Reduction Act was supposed to deliver to breakthrough technologies.

I simply cannot map the political economy that will deliver breakthrough technologies in the last hard to abate sectors (aviation, parts of industry, and the last 10% decarbonization of the power grid while maintaining grid stability) without the US operating as anchor funder.

I already struggled to map the political economy of countries agreeing to continue climate investment once warming slows to 0.1-0.2°C every 50 years (the likely speed of warming once we hit 90% emissions reduction). But without breakthrough technologies developed through core funding by US science, the chances seem all but zero. In order to deliver the 'last mile' of decarbonization from 'near' to 'net' zero, we need technologies that sit sufficiently low on the cost curve that subsidizing them is politically palatable even when warming slows dramatically. Without US science, I just don't see where those technologies will come from in the next few decades. That does not mean I give up on net zero (I am not a nihilist). But achieving net zero just got way harder since November.

The good news is that achieving that level of decarbonization that gets us to near zero (80-90% relative to current levels) over the next 30-50 years right now still seems like a fantasy to most people, but for me, this is now a base case.

I would bet Dollars on it. Not sure how much they’d still be worth though...

Theia Finance Labs is proud to support the release of "The Pocket Guide to Planetary Peril", by Theia CEO Jakob Thomä.

From the Atomic bomb to the Zombie apocalypse (via AI, geoengineering, nanotechnology, nature collapse, and of course, climate change), learn the truth about twenty-six fascinating doomsday scenarios. Featuring scientific facts, entertaining anecdotes and expert advice, this is a jaw-dropping book about what should REALLY be keeping you up at night. Funny, eye-opening and charmingly illustrated, this is the perfect book for doomsayers, cynics and pessimists everywhere. The book is available for pre-order wherever you get your books in English (Link), German (Link). The book will also be available in Spanish in the course of 2025.

The book is now available for pre-order wherever you get your books (Waterstones, Amazon).

WHAT OTHERS ARE SAYING ABOUT THE BOOK
 
Eye-opening, engaging . . . an indispensable guide to the existential risks facing humanity. Thomä masterfully presents complex issues with clarity and insight, empowering us to face these shared threats without being overwhelmed by their gravity -- Ben Caldecott, founding Director of the Oxford Sustainable Finance Group at the University of Oxford Smith School of Enterprise and the Environment

A must-read. Witty, incisive ... An utterly refreshing take on our age of risk and uncertainty! This book doesn’t just inform; it galvanises -- Sean Kidney, CEO of the Climate Bonds Initiative

A lively, fascinating guide to the many existential risks faced by 21st-century humanity - from those that we can't do much about, to those that we very much can -- Simon Mundy, Financial Times journalist and author of 'Race for Tomorrow'

This book of perils, naturally, will make you gasp and grimace; it will also make you grin. Thoma is an erudite yet charming tour guide, inviting you through his personally selected A to Z of existential threats -- Catherine Howarth OBE, Chief Executive of ShareAction

Thoma
has pulled together some fascinating data about the perils we face, real and imagined. It should encourage senior executives and risk managers of all kinds to think more broadly about the hazardous and fast-changing world we live in, and how to survive in it -- Howard Davies, author of 'The Chancellors', Chairman of the NatWest Group, and first Chairman of the Financial Services Authority

Irreverently insightful and all encompassing, The Pocket Guide to Planetary Peril is essential reading for anyone grappling with the polycrises threatening human existence. Equal parts wit and wisdom, this book will have you rethinking all manner of existential risk and the future of our world -- Lauren Smart, Head of S&P Global Sustainable1
Pre-order the book here
FUNDING: This newsletter forms part of the LIFE STRESS project. The LIFE STRESS project has received funding from the LIFE Programme of the European Union.‘ The contents of this publication are the sole responsibility of Theia Finance Labs and do not necessarily reflect the opinion of the European Union. Project: Project: 101074271 — LIFE21-GIC-DE-Stress
Theia Finance Labs (Legal Name: 2° Investing Initaitive Deutschland e.V.) is a non-profit association. Its research is provided free of charge and Theia Finance Labs does not seek any direct or indirect financial compensation for its research. Theia Finance Labs is not an investment adviser, and makes no representation regarding
the advisability of investing in any particular company or investment fund or other vehicle. A decision to invest in any such investment fund or other entity should not be
made in reliance on any of the statements set forth in this publication. The information & analysis contained in this blog does not constitute an offer
to sell securities or the solicitation of an offer to buy, or recommendation for investment, in any securities within the United States or any other jurisdiction. The
information is not intended as financial advice. The blog provides general information only. The information and opinions constitute a judgment as at the date
indicated and are subject to change without notice. The information may therefore not be accurate or current. No representation or warranty, express or implied, is made
by Theia Finance Labs as to their accuracy, completeness or correctness. Theia Finance Labs does not warrant that the information is up to date.
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May 2025 special newsletter: 📢 99% of climate news is Trump....but what actually happened to climate policies in the past 6 months?

99% of climate news is Trump...but what actually happened in climate policy trends in the past 6 months?
Join our CEO Jakob Thomä this Monday in London for his book launch "Pocket Guide to Planetary Peril", in conversation with Sophie Robinson-Tillett (Founder, RealEconomyProgress) and Catherine Howarth (CEO, ShareAction). No registration needed, event is from 5-7pm at SOAS Senate House. We hope to see you there!
 
📢 99% of climate news is Trump....
but what actually happened to climate policies in the past 6 months?

 
The Inevitable Policy Response tracks quarterly policy developments (announcements and legislation) since January 2022. This provides a unique database of policy momentum - both real and 'perceived' - sector by sector, country by country, across the G20.

In the context of increased climate policy uncertainty, our 'live' tool supports financial institutions in separating the signal from the noise and the 'policy backlash' headlines, dominated by a few markets, from the work on the ground across major markets.

🔍Our database now encompasses over 600 'policy events' over the past three years. It is provided as a public good, searchable tool on our Transition Monitor website.

We score each policy development for an easy benchmark to understand ambition relative to the IPR forecast, recently updated based on a global survey of 250 climate policy experts. Find our latest transition forecast, powered by +7,000 sentiment data points, here. and identify the markets and sectors where experts are 'bears' or 'bulls' when it comes to transition speed. Which policy targets do experts expect will be met? Which ones missed? And where is acceleration expected? You can find a deep-dive on the past 3-6 months in our quarterly report.

Interested in how you can use our policy tracker for your work and opportunities to develop your own in-house forecasts as to future policy developments? Emails us to find out how you can use the policy tracking in your work, or to develop 'in-house forecasts' that allow your institution to build conviction into which scenario is the most likely to materialize. 


Ultimately, financial instiuttions lend to and invest in the future they believe in. Meanwhile, regulators are now increasingly asking financial institutions to 'justify' their scenario choice. Without a meaningful process to identify internal beliefs, these scenarios (and by extension their outputs) will remain black boxes. Reach out and find out how you can shed light on them.

As always, reach out if you have questions / comments or feedback.
About Inevitable Policy Response (IPR):
The IPR is a climate transition forecasting consortium that aims to prepare institutional investors for the portfolio risks and opportunities associated with a forecast acceleration of policy responses to climate change.
To help prepare markets and investors, IPR then models in detail the impact of the forecasted policies on the energy system, food & land use system, and real economy. More information is available here.

The IPR consortium is led by Energy Transition Advisers (ETA) & Theia Finance Labs. Analytical support is provided by Deloitte who is part of a Research Partner Group which includes the Carbon Tracker Initiative, Climate Bonds Initiative & Planet Tracker Initiative.
IPR was commissioned by the Principles for Responsible Investment (PRI) in 2018 with the objective of preparing institutional investors for the portfolio risks and opportunities associated with a forecast acceleration of policy responses to climate change.

IPR is funded in part by the Gordon and Betty Moore Foundation through The Finance Hub, which was created to advance sustainable finance and the ClimateWorks Foundation striving to innovate and accelerate climate solutions at scale. In 2024 The Bezos Earth Fund has become the main supporter.
FUNDING: This newsletter forms part of the LIFE STRESS project. The LIFE STRESS project has received funding from the LIFE Programme of the European Union.‘ The contents of this publication are the sole responsibility of Theia Finance Labs and do not necessarily reflect the opinion of the European Union. Project: Project: 101074271 — LIFE21-GIC-DE-Stress
Facebook
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Copyright © 2025 Theia Finance Labs (formerly 2° Investing Initiative Germany), All rights reserved.
You are receiving this email because you opted in at our website.

Our mailing address is:
Theia Finance Labs (formerly 2° Investing Initiative Germany)
188 Schönhauser Allee
Berlin 10119
Germany

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