Newsletter: Scenario Analysis for Physical Climate Risks

Four Twenty Seven's monthly newsletter highlights recent developments on climate risk and resilience. This month we feature a report on scenario analysis for physical climate risks, share technical elements of climate risk assessments and highlight new research on sea level rise.

In Focus: Scenario Analysis for
Physical Climate Risks

427 Report: Demystifying Scenario Analysis for Financial Stakeholders

Scenario analysis is an essential yet challenging component of understanding and preparing for the impacts of climate change on assets, markets and economies. Many climate impacts are already locked in to mid-century, so when focusing on the next few decades scenario analysis should focus on the scientific phenomenon driving uncertainty, rather than the climate policies which have a greater impact over the longer term. Four Twenty Seven's new report, Demystifying Climate Scenario Analysis for Financial Stakeholders, explores which impacts are already locked in, identifies how Representative Concentration Pathway (RCP) scenarios fit into the conversation, and describes an approach to setting up scenario analysis for near-term physical climate risks.
 
Our atmosphere will continue to warm for many decades even if we stop emitting carbon dioxide tomorrow.  The oceans will continue to rise, heat waves will become more severe and droughts will intensify. For example, the most water stressed areas  are anticipated to experience reductions in dry season rainfall equivalent to the two decades surrounding the American dust bowl. This report outlines an approach called percentile-based analysis, which allows users to explore the range of potential outcomes based on climate model outputs within a single RCP.
 
Read the Report
Technical Drivers of
Climate Risk Assessments

Leveraging the Cloud for Rapid Climate Risk Assessments

"Providing location-specific risk assessments requires accessing and processing the best climate data available. Climate data poses processing challenges due to the raw file size of climate model outputs, where a single file can be hundreds of megabytes or more, and an entire dataset can be anywhere from tens of terabytes to multiple petabytes." Four Twenty Seven Senior Data Analyst, Colin Gannon, writes about leveraging Amazon Web Services (AWS) for data storage and processing.

The Next Generation of Climate Models

Forty-nine modeling organizations are working on the next generation of climate models, known as Coupled Model Intercomparison Projects, or CMIP 6. Some of these models have already been released, but others are still forthcoming. CMIP 6 explores a larger range of potential futures and released models tend to project more warming than previous climate models. Although CMIP 6 is behind schedule, the Intergovernmental Panel on Climate Change's Sixth Assessment Report plans to incorporate these updated models into its analysis. 
Sea Level Rise - What's at Stake?

Global Vulnerability to Sea Level Rise Worse than Previously Understood

Many global coastlines are lower than previously known, meaning that hundreds of millions more people than expected are vulnerable to sea level rise, according to recent research by non-profit Climate Central. Leveraging a new digital elevation model, Climate Central found that by mid-century "land currently home to 300 million people will fall below the elevation of an average annual coastal flood." While scientists continue to explore the timing and implications around ice sheet collapse, this new research provides improved understanding of global coastal elevations and the potential for dire impacts on economies and communities. 

The space industry is particularly vulnerable to sea level rise. There is little redundancy built in to the industry and the Kennedy Space Center and Cape Canaveral Air Force Station are both exposed to significant coastal flooding. "Complex 39A is estimated to face a 14% annual risk of flooding next year and it’s projected to flood at least once a year on average during the 2060s unless additional measures are taken to protect it according to Climate Central's analysis. By 2100, parts of the launch site could experience near monthly flooding." NASA is building a 17ft high sand dune to protect the launchpads from the rising ocean, but experts wonder if this is a meaningful solution. 
Inside the Office at Four Twenty Seven

Meet Senior Software Engineer, Alix Herrmann 

Four Twenty Seven welcomes Alix, who leverages over 25 years of experience in software engineering to expand Four Twenty Seven’s climate risk scoring capabilities. Previously, Alix developed big data analytics for financial market trading at Instinet. She also has experience building neural network compilers, developing DSP-oriented mathematical libraries and creating ground-based radar signal processing pipelines.

Join the Team! Four Twenty Seven is Hiring

There are several opportunities to join Four Twenty Seven's dynamic team in offices across the U.S. and Europe. See the open positions below and visit our Careers page for more information.
  • Climate Risk Analyst with expertise in translating applied climate change science for a wide range of stakeholders
  • Regional Sales Directors (North America and United Kingdom), with extensive experience selling and supporting data products and services for large commercial, financial and government institutions
  • Director of Financial Data Systems with significant experience in the development and management of financial data processing, storage and retrieval
Upcoming Events

Join the Four Twenty Seven team at these events:

  • Dec 4 - 5 – RI New York 2019, New York, NY: Stop by Four Twenty Seven's booth to meet the team and hear Global Director of Client Services, Yoon Kim, speak about climate risk stress tests. Senior Analyst, Lindsay Ross, and Editor, Natalie Ambrosio, will host Four Twenty Seven's booth.
  • Dec 10 – Sustainatopia, Sunnyvale, CA: Natalie Ambrosio will speak on integrating physical climate risk into investment strategies.
  • Dec 9 - 12 AGU Fall Meeting 2019, San Francisco, CA: Director of Analytics, Nik Steinberg, and Senior Data Analysts, Josh Turner and Colin Gannon, will attend.
  • Jan 6 - Jan 9NCSE 2020 Annual Conference, Washington, DC: Yoon Kim and Lindsay Ross will speak about cross-sector resilience-building and resilient infrastructure, respectively.
  • Jan 12 - Jan 16 2020 AMS Meeting, Boston, MA: Josh Turner will attend.
  • Jan 27 –  Cleantech Forum, San Francisco, CA: Natalie Ambrosio will speak.
  • Feb 10 - 12 – Americatalyst 2020: Entropy, Dallas, TX: Director of Analytics, Nik Steinberg, will speak.
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Four Twenty Seven sends a newsletter focused on bringing climate intelligence into economic and financial decision-making for investors, corporations and governments. Fill in the form below to join our mailing list. As data controller, we collect your email address with your consent in order to send you our newsletter. Four Twenty Seven will never share your mailing information with anyone and you may unsubscribe at any moment. Please read our Terms and Conditions.
 

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Demystifying Climate Scenario Analysis for Financial Stakeholders

December 4, 2019 – 427 REPORT. Scenario analysis is an essential yet challenging component of understanding and preparing for the impacts of climate change on assets, markets and economies. When focusing on the short term, the warming and related impacts we have already committed to calls for scenarios that are decoupled from economic and policy activities and instead focus on the impacts that are already locked in. This report explores which impacts are already locked in, identifies how Representative Concentration Pathway (RCP) scenarios fit into the conversation, and describes an approach to setting up scenario analysis for near-term physical climate risks.

Download the report.

As the effects of climate change increasingly threaten financial stability, investors and regulators are seeking to understand what impacts lie ahead, and calling for an increase in physical climate risk assessment and disclosure in line with the Task Force on Climate-related Financial Disclosures (TCFD). To assess the scale of financial risk posed by physical climate change it is important to quantify risks under different climate scenarios. How will changes in extreme weather patterns, longer droughts and rising seas differ under various scenarios? Answering these questions through scenario analysis helps uncover the range of risks, allowing investors to identify assets and markets that are more likely to become stranded over time and to begin developing forward-looking resilience strategies. However, science-driven, decision-useful scenario analysis poses many challenges for businesses and financial stakeholders today, due to complex feedback loops, varying timescales, and multiple interacting factors that ultimately determine how global climate change manifests.

 

Figure 2. Distribution of daily extreme temperature changes in 2030-2040, expressed as a percent change, relative to a baseline of 1975-2005 under RCP 8.5. This map shows statistically downscaled global climate models averaged together, for this time frame and scenario. NASA Earth Exchange Global Daily Downscaled Projections statistically downscales climate model outputs to a ~25 kilometer resolution (see full details here) White areas are excluded because they lack potential for significant economic activity.

This new report, Demystifying Climate Scenario Analysis for Financial Stakeholders, explores which physical impacts are already locked in, identifies how Representative Concentration Pathway (RCP) scenarios apply, and describes an approach to setting up scenario analysis for near-term physical climate risks. Scenario analysis is often approached from the perspective of transition risk, where policy developments and greenhouse gas (GHG) emission targets are the key drivers of risk pathways over the near-term, in the next 10 to 30 years. Physical risk, however, requires a different approach.  Impacts over the coming decades are largely locked in, making the emissions scenarios less relevant. Unlike transition risk, GHG emission pathways play a minimal role in the behavior of the near-term climate and GHG emission pathways only begin to meaningfully influence global temperatures near mid-century. The uncertainty in physical climate risks in the near-term is driven by uncertainty in physical processes, rather than in policy decisions.

For organizations looking to construct physical climate risk scenarios for risk management and strategy purposes, it is critical to understand the scientific phenomena driving our plausible climate futures. This report outlines an approach called percentile-based analysis, which allows users to explore the range of potential outcomes based on climate model outputs within a single RCP. This offers a flexible, data-driven approach, suitable for portfolio-level screenings, reporting, and in some cases, direct engagement with asset managers.

Key Takeaways:

  • Quantifying climate risks under different scenarios is a key element in understanding how physical climate risks pose financial risks.
  • Scenario analysis is often approached from the perspective of transition risk, where policy developments and greenhouse gas emission targets are the key drivers of risk pathways in the next 10 to 30 years. However, physical climate impacts over the coming decades are largely locked in, so physical risk requires a different approach.
  • Even if we stopped emitting carbon dioxide tomorrow, many physical climate impacts, such as increasing temperatures, more severe droughts, and rising sea levels, would already be locked in because of the time carbon dioxide stays in the atmosphere and the time it takes the atmosphere to respond.
  • The uncertainty in how physical climate risks may manifest in the next few decades is driven by model uncertainty, which should therefore be the focus of scenario analysis for physical climate risks in the near-term.
  • Percentile-based analysis offers a flexible, data-driven approach, suitable for portfolio-level screenings, reporting, and in some cases, direct engagement with asset managers.

Download the report.

Download the press release.

 

Four Twenty Seven Opens a Tokyo Office |フォー・トゥエンティー・セブンが東京オフィスを開設

OCTOBER 23, 2019 – BERKELEY, CA – Four Twenty Seven announces opening of Tokyo office and hires senior country representative.

Four Twenty Seven, an affiliate of Moody’s and the leading publisher of climate data for financial markets, is pleased to announce the opening of its office in Tokyo, Japan. Four Twenty Seven’s Tokyo office opens as investors and businesses in Japan and across the Asia-Pacific region face increasing market pressure to assess and disclose the risks physical climate hazards pose to their investments.

In conjunction with the opening of its office in Tokyo, Four Twenty Seven is also pleased to announce that Toshi Matsumae will serve as its Director of Japan. Toshi brings 30 years of experience leading financial services organizations in Japan. He leverages this expertise to lead Four Twenty Seven’s effort to provide climate risk screening to investors, asset managers, banks and corporations striving to understand their risk to physical climate hazards throughout Japan.

“We’ve seen growing demand from Japanese markets over the past year for transparency around exposure to physical climate risks in corporate assets, investment portfolios and in credit portfolios,” says Emilie Mazzacurati, Four Twenty Seven’s Founder and CEO.  “Four Twenty Seven’s on-the-ground presence in Japan will allow us to bring asset-level risk data to support this demand and inform global resilience-building.”

“The opening of Four Twenty Seven’s Tokyo office comes at a time when the financial sector is calling for better integration of forward-looking climate data into decision-making,” says Toshi Matsumae, Four Twenty Seven’s Director of Japan. “I look forward to working with investors and businesses throughout Asia to better understand and serve the needs of this evolving market.”

Download the Press Release.


2019年10月23日 –カルフォルニア、バークレー拠点の フォー・トゥエンティー・セブンが東京オフィスを開設

ムーディーズの関連会社で、気候変動に関するデータを金融業界に提供する業界のリーダー的存在のフォー・トゥエンティー・セブンは、この度東京オフィスの開設を発表した。これは日本及びアジア太平洋地域の投資家及び事業主が、彼らの投資物件と運用資産に対して日増しに増大する気候変動に伴う災害リスクと、それに対処するためのリスク評価及びディスクロージャーへの市場の要望に対応したものだ。

東京オフィスの開設に伴い、フォー・トゥエンティー・セブンは、この度、松前俊顕を日本事業の代表として起用することになった。松前は金融情報サービス業界での30年余りの経験を活かし、日本の投資家、資産運用会社、銀行、あるいは一般企業が今日抱える気候変動からの物理的リスクに対する科学的な理解と対応が可能となる気候リスクスクリーニングを提供していくことになる。

フォー・トゥエンティー・セブンの創業者で社長のエミリー・マザキュラティは「この一年日本の市場からは、企業資産、運用ポートフォリオ、債券ポートフォリオの気候変動の物理的リスクへの感応度に関する透明性を求める声が日増しに拡大してきた。」とコメントしている。さらに、「日本の市場でのフォー・トゥエンティー・セブンの存在で、銘柄レベルで提供される予想リスクデータにより、こうした要望に答え、他の主要地域での事例を伝えることができる。」と語っている。

さらに松前は「この度のフォー・トゥエンティー・セブンの東京オフィス開設は、まさに今日の金融業界からの要望のタイミングにマッチしている。日本及びアジア地域にて、気候変動インパクトに対するアプローチが確立されていなかった従来の状況から、気候データと科学的な対応が統合した意思決定に導かれる一助にフォー・トゥエンティー・セブンがなれることを希望する。」と付け加えている。

プレスリリースをダウンロード

The Last Environmentalist Podcast: Climate Change Is Here. Are We Ready?

How does the private sector view climate change, why is this important for global climate adaptation and how does someone in this field remain motivated?  Founder & CEO, Emilie Mazzacurati, joins Josh Dorfman’s new podcast, The Last Environmentalist, to discuss these topics and much more. The conversation covers the evolving views of climate risk in the financial sector and how this awareness can translate into resilience-building.  Emilie describes near-term impacts of climate change on real estate markets, adaptation actions taken by corporations and the interacting nature of climate risk and resilience across private and public sectors.

For more detail on climate risk in real estate, read our recent analysis, Real Estate Climate Risks: How Will Europe be Impacted? For more insight on shareholder engagement, read our report, Engaging with Corporates to Build Adaptive Capacity.

Newsletter: How will climate affect Europe’s real estate & U.S. retail?

Four Twenty Seven's monthly newsletter highlights recent developments on climate risk and resilience. This month we feature analysis on climate risk in European real estate, Moody's research on credit quality and heat stress and the first climate resilience bond.

In Focus: Real Estate Climate Risk in Europe

Four Twenty Seven Analysis - Real Estate Climate Risks: How Will Europe be Impacted?

From this summer's record-breaking heat waves to storm-surge induced flooding, Europe is increasingly experiencing the impacts of climate change. Extreme events and chronic stresses have substantial impacts on real estate, by damaging individual buildings, decreasing their value and potentially leading to unusable assets. These asset-level impacts also have wider market implications.

Our latest analysis assesses the exposure of retail sites and offices across Europe to floods, sea level rise and heat stress. We find that 19% of assessed retail spaces and 16% of offices in Europe are exposed to floods and/or sea level rise, with floods presenting the highest risk for both types of asset. The analysis identifies the cities with the largest percent of facilities exposed to floods and sea level rise, and discusses the implications this exposure has for business continuity and real estate markets across the continent. 
Read the Analysis
Credit Quality in U.S. Governments Exposed to Heat Stress

Moody's Investors Service Analysis - Growing Exposure to Heat Stress Mitigated by Economic and Fiscal Strengths

Moody's new analysis overlays Four Twenty Seven's data on exposure to heat stress in U.S. governments with information on outstanding debt and credit quality, finding that 21% of outstanding debt they rate is exposed to high or very high heat stress. This exposure is concentrated in the U.S. and Florida. The Southeast has the most debt exposed to heat stress, but this debt tends to be from larger, well-resources governments with diverse economies, which improves governments' resilience to extreme events. Bloomberg covers the report, emphasizing the potential implications of heat stress for Midwest bond issuers. Register for free to read the analysis:
Read the Report
New Principles Support Integration of Resilience into Bond Markets

CBI Releases Climate Resilience Principles 

Last Week the Climate Bond Initiative released Climate Resilience Principles, integrating forward-looking climate risk assessment and resilience considerations into bond markets. The guidance document is meant to inform investors', governments' and banks' reviews of how projects and assets contribute to a climate-resilient economy. The principles will be integrated into the Climate Bonds Certification of green bonds, signaling a valuable step toward the consistent use of resilience standards for debt projects. Four Twenty Seven is proud to have contributed to the Adaptation and Resilience Expert Group that developed the principles. 

EBRD Issues First Climate Resilience Bond

The European Bank for Reconstruction and Development (EBRD) issued the first bond to solely finance climate resilience projects. This is the first bond to fulfill the requirements of the new Climate Resilience Principles. Craig Davies, head of climate resilience investments at the EBRD, told Environmental Finance "The climate resiliency principles that the CBI has developed are a really important landmark because they very clearly set out eligibility criteria, and some very simple but clear and robust methodologies for defining a climate-resilient investment." The EBRD's four year bond raised $700 million to finance "climate-resilient infrastructure, business and commercial operations, or agricultural and ecological systems."

The EBRD also released a consultation draft of a Framework for Climate Resilience Metrics in Financing Operations this week. The report, published jointly with other multilateral development banks and the International Development Finance Club, outlines a vocabulary to facilitate consistent discussion and measurement of resilience investment.
Global Commission on Adaptation Launches Year of Action
The Global Commission on Adaptation presented its flagship report, Adapt Now: A Global Call for Leadership on Climate Resilience this week at the United Nations Climate Summit. This report emphasizes the return on investment of climate adaptation, noting that "investing $1.8 trillion globally in five areas from 2020 to 2030 could generate $7.1 trillion in total net benefits." It focuses on early warning systems, climate-resilient infrastructure, improving dryland agriculture, mangrove protection and increasing the resilience of water resources. This kicks off the Commission's Year of Action, during which it will advance recommendations, accelerate adaptation, promote more sustainable economic development and collate findings to present at the Climate Adaptation Summit in October 2020.
The Commission's report was informed by a paper called Driving Finance Today for the Climate Resilient Society Tomorrow by the UNEP Finance Initiative and Climate Finance Advisors. It outlines financial barriers to the acceleration of adaptation investment and recommends six actions to unlock adaptation finance. These actions include accelerating climate-relevant policies, implementing climate risk management, developing adaptation metrics, building financial sector capacity, highlighting investment opportunities and leveraging public institutions to accelerate adaptation investment. 
Retailers Prepare for Physical Climate Risk
Women's apparel store, A'gaci, filed for bankruptcy in January 2018 after most of its stores were hit by hurricanes in Texas, Florida and Puerto Rico. Hurricanes can affect retail operations by causing building damage, merchandise loss and supply chain disruptions, and Hurricane Irma caused an estimated $2.8 billion loss for the sector. Retail Dive explores the implications of climate change for the retail sector at large, using Four Twenty Seven's data on retail site exposure. With over 17,000 retail facilities exposed to floods in the U.S., some businesses are beginning to prepare, reorganizing their distribution patterns and supply chains. Some retail stores, such as Home Depot, can also see increases in demand after extreme events, and will particularly stand to benefit if their facilities are resilient to climate hazards and can accommodate the associated surge in business. 

New research by a Federal Reserve Board Economist, finds that weather variability impacts retail sales. On average, sales tend to increase with temperature and decrease with rain and snowfall. Overall there is not a clear shift in shopping habits from outdoor stores to indoor venues during extreme weather, but these patterns do show regional variation, suggesting that the impacts of extreme weather events vary by region. The impact of extreme events on sales will have an impact on retail employees and local economies depending on these companies. Businesses can leverage this research, alongside data on climate risk exposure, to plan for these shifts in consumer behavior. 
Inside the Office at Four Twenty Seven

Meet Operations Coordinator, Naoko Neishi 

Four Twenty Seve welcomes Naoko, who supports senior management and works with the Operations Manager to achieve operational excellence. Naoko has over 16 years of experience as a sales assistant and office manager in the United States and Japan, working in the financial and engineering industries.

Upcoming Events

Find Four Twenty Seven at Climate Week NYC:

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Four Twenty Seven sends a newsletter focused on bringing climate intelligence into economic and financial decision-making for investors, corporations and governments. Fill in the form below to join our mailing list. As data controller, we collect your email address with your consent in order to send you our newsletter. Four Twenty Seven will never share your mailing information with anyone and you may unsubscribe at any moment. Please read our Terms and Conditions.
 

Our mailing address is:
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Newsletter: Bank of England Publishes First Stress Test for Climate Risks

Four Twenty Seven's monthly newsletter highlights recent developments on climate risk and resilience. This month we feature developments in scenario analysis for physical risks, highlight the European Union's guidance on climate risk disclosure and share the latest on financial climate risk and the need for resilience.

In Focus: Scenario Analysis for Physical Risk

Bank of England Publishes First Climate Risk Stress Test

Yesterday the Bank of England released specifications for integrating climate risk scenarios into its insurance industry's biennial stress tests. This "exploratory" exercise is an enormous step towards catalyzing a growing understanding of possible impacts of transition and physical climate risks on financial assets.

The guidance lays out potential impacts by providing sector-specific percentages of potential loss under three scenarios by sector and by region. These quantitative financial impact assumptions are not a projection but a starting point for the insurance industry to explore potential impacts of climate change on their portfolios.

The Bank of England leveraged Four Twenty Seven's analytics on climate risk exposure in equity and real estate markets to inform its assumptions about which sectors will experience the largest impacts. We explain how data on risk exposure in equities can be leveraged for this type of analysis in our new blog series on scenario analysis.

The Bank of England also recently released a practitioner's guide for assessing the financial impacts of physical climate change, to help the insurance sector address climate risks.

Blog Series: Scenario Analysis for Physical Climate Risk

Our new blog series provides our reflections on how corporations and financial institutions can integrate physical climate risk into scenario analysis. Scenario analysis for physical risk is fundamentally different from transition risk. Corporations and investors increasingly recognize the need to integrate physical risk into scenario analysis but are looking for guidance and best practices on how to proceed.

Our first blog focuses on the foundations, demonstrating how characteristics of climate science affect how climate data can be used to inform scenario analysis. We argue that because physical risks over the next 10-20 years are largely independent from policy decisions and emission pathways, investors would be better served by scenario analysis that focuses on the inherent uncertainty of projected impacts, independent from assumptions on GHG emission scenarios. 

The next blog focuses on Equity Markets, with concrete examples of how available data can inform financial stakeholders ready to start putting scenario analysis into action. We look at data on climate risk exposure by sector to explore how climate risk analytics can inform early developments of stress test assumptions, as done by the Bank of England.  
Read the Blogs
EU Technical Expert Group
Releases Guidance
Yesterday the European Commission released its final guidance on integrating climate change into corporate disclosuresThis guidance applies to 6,000 companies, banks and insurers in Europe and maps to the TCFD recommendations. The guidance includes key recommendations from Advancing TCFD Guidance for Physical Risks and Opportunities, published by the European Bank for Reconstruction and Development (EBRD) and GCECA last year, for which Four Twenty Seven was a lead author. 
The EU also released the Technical Expert Group (TEG) report on a taxonomy for activities that contribute to climate adaptation and mitigation. The taxonomy aims to help investors and policymakers understand which economic activities contribute to the transition to a low-carbon economy, through both mitigation and resilience. It outlines qualitative screening criteria to identify adaptation of economic activities and adaptation by economic activities, providing activity-specific examples for a range of sectors. The proposed taxonomy is still under legislative review.
Second TCFD Status Report
While more firms are releasing TCFD disclosures, investors call for an increase in informative disclosure of the financial impact of climate risks. The Task Force on Climate-related Financial Disclosures (TCFD) released its second progress report earlier this month, emphasizing that the quality of risk disclosures must continue to improve as firms build their understanding and capacity to address climate risks. 91% of surveyed firms said they plan to at least partially implement the TCFD recommendations, but only 67% plan to complete implementation within the next three years. This progress must be accompanied by continued knowledge sharing and research on financial risk pathways for climate impacts, meaningful exposure data and best practices for reporting.

Even as TCFD reporting increases, quantitative assessment of physical risk exposure lags behind. Explore physical climate risk reporting by French firms in our analysis of physical risk in Article 173 reports and stay tuned for Four Twenty Seven's forthcoming analysis on physical risk disclosure in TCFD reports.
Investors Factor Climate Risk into Decisions
The past month has seen a flurry of news around the business risks of climate change and the financial sector response. CDP's annual climate change report estimates that 215 companies could incur around $1 trillion in climate-related costs if they don't prepare for these impacts. Companies expect these costs to begin accumulating in around five years. While some are not yet acting, others are, such as Japanese Hitachi Ltd preparing for increased rainfall in Southeast Asia and Brazilian Bank, Banco Santander, considering how increased water stress may damage borrowers' ability to repay loans. 

Alison Martin of Zurich Insurance Group told a meeting of CFOs that physical risks such as drought, extreme heat and flooding will be "incredibly meaningful." She emphasizes that the first step in integrating climate change into planning is for a company to understand its risk exposure. Meanwhile investors say they are increasingly factoring physical climate risk into their decision-making to minimize their risk and increase returns. Four Twenty Seven's on-demand scoring of real assets and analysis of asset-level risk in equity portfolios enables both corporations and investors to understand their exposure and strategically address physical climate risks.
Devastating Impacts Call for Preparation

Catastrophic Midwest Flooding Has Rippling Impacts

At the end of May only 58% and 29% of the U.S. corn and soy crops had been planted respectively. After persistent flooding beginning in Mid-March, inundated fields delayed planting. This means that some farmers will miss the planting window, which closes in June due to the heat and dryness of later summer months.
Those crops that do get planted will have to overcome soggy soil conditions and will remain at the peril of the summer's weather. It's already clear that this will be a below average crop yield, which translates into  more expensive corn in cattle feed and higher prices in grocery stores.

The Climate Connection

While the Mississippi River continues to swell, extreme precipitation has recently hit Houston and the Southeast with damaging floods. The past 12 months have been the wettest on record for the U.S. The national average of 37.7 inches since last June is 7.7 inches above average. 
A weak El Niño likely contributed to increased rainfall, but climate change also plays a role as warmer air holds more water. This month also saw record high temperatures in the western U.S., caused by a bulging jet stream making warm air flow south to north. While this does happen naturally, it may be happening more often due to warming ocean waters. This jet stream activity also contributes to other extreme events like the Midwest flooding.

The Need to Rethink Preparedness

From floods and heat waves to fires and hurricanes, federal recovery efforts for extreme events have cost almost half a trillion dollars since 2005. As disasters become more common and costs increase, there is an urgent need to invest in resilience proactively rather than spending billions on recovery. Last fall's Disaster Recovery Reform Act made an
important step by allowing FEMA to use a small portion of its disaster relief funding for risk mitigation ahead of disasters. However, this is the start of what must be a systemic shift in addressing extreme events. “If we don’t want to spend hundreds of billions of dollars on recovering for disaster, we need to spend tens of billions [on resilience],” Four Twenty Seven Strategic Advisor, Josh Sawislak, told Bloomberg.

"There is a silver lining to our climate challenges — economic growth. Americans are very good at innovating and building and we can leverage our need to be more resilient by growing the economy with good resilient and sustainable jobs," Sawislak wrote.
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Four Twenty Seven sends a newsletter focused on bringing climate intelligence into economic and financial decision-making for investors, corporations and governments. Fill in the form below to join our mailing list. As data controller, we collect your email address with your consent in order to send you our newsletter. Four Twenty Seven will never share your mailing information with anyone and you may unsubscribe at any moment. Please read our Terms and Conditions.
 

Our mailing address is:
Four Twenty Seven
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Scenario Analysis for Physical Climate Risk: Foundations

The TCFD Status Report published early June 2019 reiterates the need for corporations and financial institutions to perform scenario analysis in a context of uncertainty over climate risk. It notes that while about 56% of companies use scenario analysis, only 33% perform scenario analysis for physical risk. Even fewer firms (43% of those using scenario analysis) disclose their assumptions and findings. The report contains useful case studies, but most focus on transition risk.

Yet a growing number of corporations and financial institutions recognize the need to integrate physical risk into scenario analysis and to develop resilience strategies that address imminent challenges from climate impacts. For example, the most recent IPCC report illustrating the impact of 1.5˚C increase in global temperatures on mean temperatures, extreme temperatures, extreme precipitation and sea levels shows that there will be significant implications for economies even with a 1.5˚C increase in global temperatures. This is still a best case scenario compared to impacts of 2˚C or 2.5˚C warming.

Scenario analysis for physical risk is fundamentally different from transition risk in its challenges and assumptions. This blog series provides our current reflections on how corporations and financial institutions can integrate physical climate risk into scenario analysis. This first blog presents the Foundations, focusing on important characteristics of climate science that affect how climate data can be used to inform scenario analysis for economic and financial risk. The next blog focuses on Equity Markets, with concrete examples of how available data can inform financial stakeholders ready to start putting scenario analysis into action. A forthcoming post will discuss scenario analysis at the asset level for real asset investments and corporate facilities.

Part 1: Foundations

The physical impacts of climate change encompass a range of direct and indirect hazards caused or exacerbated by the concentration of greenhouse gases in the atmosphere. Previous publications such as Advancing TFCD Guidance for Physical Risks and Opportunities, for which Four Twenty Seven was a lead author, provide background on these hazards as they pertain to corporate value chains and economic activities. Further information is also available in Cicero’s excellent report, Shades of Climate Risk. Categorizing climate risk for investors.

The Science: Uncertainties and Relevant Time Frames

Rapid developments in atmospheric and climate science over the past 30 years enable us to understand how these physical hazards will evolve over time due to climate change. Sophisticated global climate models project expected changes in key physical phenomena affected by greenhouse gas (GHG) concentration: heat, humidity, precipitation, ocean temperature, ocean acidification, etc. Like any other models, climate models have limitations in their accuracy and ability to correctly simulate complex and interrelated phenomena. However, it is worth noting that since 1973 models have been consistently successful in projecting within the range of warming that we have experienced in the past twenty years. More details on climate data and uncertainties from global climate models can be found in our report, Using Climate Data.

The Bad News: Impacts Are Locked In

Global climate models project different possible outcomes using scenarios called Representative Concentration Pathways (RCPs). RCP scenarios capture differing GHG emissions trajectories based on a representation of plausible global policy outcomes, without specifying the details of the underlying policies that could generate this outcome. These scenarios show that GHG emissions generated over the coming decades will influence the severity of impacts in the long-term, but also that we are already committed to some impacts through 2100 and beyond.

This is particularly noticeable over the “short term.”  When looking at the next 10 to 20 years, projections for temperature and other physical hazards do not present significant differences under different emissions scenarios (Fig 1). This is due to the massive inertia of the Earth’s systems, and the life expectancy of the stock of greenhouse gases already in the atmosphere. To put it simply, significantly reducing GHG emissions is akin to applying the brakes on a rapidly moving truck. It won’t stop instantaneously. Even if we were to stop emitting GHG altogether, climate change would persist. In the words of the Intergovernmental Panel On Climate Change (IPCC), climate change “represents a substantial multi-century commitment created by the past, present, and future emissions of CO2.”

Figure 1. Temperature increases under different GHG emissions scenarios in the near term. Source: IPCC, as published by Climate Lab Book.

This is by no mean an invitation to give up on reducing GHG emissions. Quite the opposite. Emission reductions are critical to curbing long term impacts and avoiding irreversible effects to our environment (Fig. 2). But for organizations looking at climate data and scenario analysis for risk management and strategy, with a focus on the coming decade(s), this is a critical fact to understand.

Figure 12.5 | Time series of global annual mean surface air temperature anomalies (relative to 1986–2005) from CMIP5 concentration-driven experiments. Projections are shown for each RCP for the multi-model mean (solid lines) and the 5 to 95% range (±1.64 standard deviation) across the distribution of individual models (shading). Discontinuities at 2100 are due to different numbers of models performing the extension runs beyond the 21st century and have no physical meaning. Only one ensemble member is used from each model and numbers in the figure indicate the number of different models contributing to the different time periods. No ranges are given for the RCP6.0 projections beyond 2100 as only two models are available.Source IPCC AR5: Collins, M., R. Knutti, J. Arblaster, J.-L. Dufresne, T. Fichefet, P. Friedlingstein, X. Gao, W.J. Gutowski, T. Johns, G. Krinner, M. Shongwe, C. Tebaldi, A.J. Weaver and M. Wehner, 2013: Long-term Climate Change: Projections, Commitments and Irreversibility. In: Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change [Stocker, T.F., D. Qin, G.-K. Plattner, M. Tignor, S.K. Allen, J. Boschung, A. Nauels, Y. Xia, V. Bex and P.M. Midgley (eds.)]. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, pp. 1029–1136, doi:10.1017/CBO9781107415324.024.
Figure 2. Temperature increases under different GHG emissions scenarios through 2300 from IPCC AR 5: Figure 12.5 | Time series of global annual mean surface air temperature anomalies (relative to 1986–2005) from CMIP5 concentration-driven experiments. Projections are shown for each RCP for the multi-model mean (solid lines) and the 5 to 95% range (±1.64 standard deviation) across the distribution of individual models (shading). Discontinuities at 2100 are due to different numbers of models performing the extension runs beyond the 21st century and have no physical meaning. Only one ensemble member is used from each model and numbers in the figure indicate the number of different models contributing to the different time periods. No ranges are given for the RCP6.0 projections beyond 2100 as only two models are available.
Aside from RCP-driven scenarios, there is, of course, a broad range of possible increases in temperature (and other climate hazards) even when looking at the 2030-2040 time frame. These plausible differences are not so much policy-driven as science-driven, demonstrating the different possible responses from the Earth’s systems to the existing stock of GHG.

These differences have significant implications for businesses and investors. For example, a model of sea level rise developed in 2018 incorporates accelerated rates of melting and recent advancements in modelling ice-cliff dynamics to capture extreme risk of coastal flooding. The model shows the Atlantic rising by 1.2m (3.9ft) by 2060 on the Florida coastline, which would equate to widespread flooding of coastal properties with potential domino effects on real estate prices across the state (Fig 3). The ‘intermediate’ scenario, however, most often used for planning, predicts only a 55cm (1.8ft) rise in water levels. While reducing GHG emissions does reduce the risk of more extreme sea level rise millennia into the future, year after year, scientists find that the Antarctic is warming faster than anybody predicted, and there is increasing concern that the process of ice sheet melt may be too far advanced to be stopped.

Figure 3. Building-level perspective of inundation in downtown Miami under 1m (3.3ft). Red buildings are those most likely to be impacted and blue areas are inundated. Source: NOAA Office for Coastal Management.

Thus, performing scenario analysis where the key variable is GHG emission reduction targets may not be an accurate representation of the range of possible outcomes for the near future. Rather, looking at high and low warming projections across a large set of models to understand the range of potential outcomes (independent of the underlying RCP scenario) is a better way to understand potential risk. In other words, physical risks over the next 10-20 years are largely independent from policy decisions and emission pathways, and a rapid, orderly, effective transition to a low-carbon economy could still come with massive physical impacts as these processes are already under way, fueled by the past 150 years of GHG emissions.

The Worse News: Tipping Points

Another challenge is that climate scientists are not currently able to model certain possible impacts from climate change, commonly known as “tipping points.” Tipping points is a catch-all term for a wide range of phenomena that may accelerate feedbacks due to climate change, though the timing or probability of their manifestation is currently not well understood. The phenomena are known as tipping points because past a certain threshold, they may not be reversible, even with a dramatic reduction in GHG emissions. Tipping points of most concern to the scientific community are presented in this report from the Environmental Defense Fund.

Some tipping points catalyze “feedback loops” which can worsen and dramatically accelerate climate change beyond human control. Such is the case, for example, with melting ice sheets, which would not only lead to catastrophic sea level rise, but would also further heat up the planet as the poles’ albedo (reflectivity) is reduced after the ice disappears. Thawing permafrost could lead to massive amounts of methane, a particularly powerful GHG, to be released from the frozen tundra into the atmosphere (in addition to many direct impacts for local communities, infrastructure  and ecosystems in the region).

Tipping points further reinforce uncertainty about severity and timing of these extreme impacts and the limitations of using RCP scenarios to understand the range of outcomes for physical risk.

Another source of uncertainty for physical climate impacts are knock-on effects, or ‘indirect hazards,’ from the primary expression of global warming (rising temperature and humidity), ranging from biodiversity losses and ecosystem collapses, human health impacts, impacts on crop yields, pests and soil, impacts on human society, increased violence, and rates of war and migration, etc. (Fig 4)

Figure 4. The likely risks to human and natural systems under several global warming scenarios, with dark purple representing high risks of severe impacts with limited reversibility and white indicating no attributable impacts. Source: IPCC, 2018

These indirect or second-order hazards are as relevant as first-order impacts to understand the implications of physical climate change on economic outcomes, but they’re not captured by RCP scenarios and many require stand-alone models that cannot easily be integrated into one clean set of scenarios.

Conclusion

Scenario analysis is often approached from the perspective of transition risk, where policy developments and GHG emission targets are the key drivers of risk pathways over the next 10 to 30 years. Physical risk, however, requires a different approach. Impacts over the coming decades are largely locked-in and are only marginally influenced by GHG emission pathways. In contrast, uncertainty looms large regarding how severe these physical hazards will be, and exploring a range of possible outcomes for physical risk, including looking at tail-risks, provides important insights for risk management and financial analysis.  In summary, the current state of scientific knowledge and the nature of the Earth’s atmospheric systems call for the developments of scenarios that are decoupled from transition/policy scenarios and instead focused on key scientific drivers of uncertainty and risks that may be experienced regardless of policy decisions over the short to medium term (2020-2040).

While efforts to develop easy-to-use tools for physical risk analysis are nascent, organizations can still extract important insights from climate data and leverage estimates of risk exposure across portfolios. Our next blog in this series provides examples of how financial institutions can leverage data on physical risk exposure in equities to inform some early scenario analysis in equity markets.

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Four Twenty Seven’s data products and portfolio analytics support risk reporting and enable investors and businesses to understand their exposure to physical climate risks across asset classes.

Marketplace Tech: Politics Aside, Climate Data is a Growing Business

As climate change impacts worsen, the need for solutions to support adaptation grows. Founder & CEO, Emilie Mazzacurati, joined Molly Wood on Marketplace Tech to discuss climate risk analytics. The conversation covers the importance of understanding climate risk exposure and how companies leverage climate data to prepare for climate hazards. While recent findings on sea level rise and other climate impacts can be daunting, there is hope for adaptation that builds resilience across sectors.

For more on climate risk and resilience in the private sector, explore our climate risk analytics and read our reports on Climate Risk in Real Estate and Engaging with Corporates to Build Adaptive Capacity.

Anticipating Sea Level Rise Impacts on Real Estate Investments

What does the future hold?

New research on sea level rise emphasizes the potential for dire changes over the course of the century. Recent satellite data suggests that warming water is causing East Antarctica to melt more quickly than previously thought and a study released in early May found that almost a quarter of West Antarctica’s ice is thinning, with its largest glaciers shrinking five times faster than in 1992. A study based on expert opinion found that there is the possibility of sea levels rising by 2 meters (6.5ft) under an extreme scenario of  5˚C global temperature increase. This would mean an area of land as big as Libya would be lost, and up to 2.5% of the population globally could be displaced.

The cascading direct and indirect impacts of sea level rise affect all facets of the regional economy. Source: Union of Concerned Scientists.

Extreme scenarios of sea level rise will have severe impacts on our cities and economies. Sea level rise is happening today to a lesser extent; however it is already having tangible impacts on real estate values. This means increasing costs for property owners and tenants, but it also has far-reaching market impacts on access to and cost of insurance, fluctuations in market values and potential increase in local taxes to fund adaptation efforts.

Of all U.S. states, Florida is expected to experience the greatest consequences of sea level rise. Between 1960 and 2015, sea levels along the Florida coast rose by 10-15 cm (4-6 in), and the range of projections vary wide looking a few decades out, with projections ranging from  33 to 122cm  (13-48 in) by 2060.

Widespread flooding risk in Florida

65,000 homes in Florida worth $35 billion are expected to be underwater or impacted daily by high tides in 2040. From soaring insurance premiums and increasing risk of disclosure to declining property value and diminishing tax revenue, sea level rise is already challenging property owners, investors and banks. Among other impacts, the value of single-family homes in Miami-Dade County that are exposed to sea level rise declined by about $465 million between 2005 and 2016.

Furthermore, climate change is predicted to increase the number of strong hurricanes in the region. These stronger storms will combine with sea level rise to exacerbate the impacts of extreme floods. Storm surge flooding damages buildings and landscaping,  destroys merchandise,  and can also have wide-reaching economic impacts due to damaged power and transportation infrastructure.

Downtown Jacksonville, FL flooded during Hurricane Irma. Source: iStock.

Last but not least, tidal flooding, also called “nuisance” or “sunny day” flooding increased from 1.3 to 3 days per year in the Southeast from 2000-2015. By the end of the century tidal flooding could happen daily.  Even with no rainfall, these floods have significant impacts – halting traffic, overburdening drainage systems and damaging infrastructure.

Investors and businesses have a responsibility to understand these risks: using best available science to measure exposure to sea level rise and other flood risks, getting informed on adaptation efforts by local governments, and engaging with local industry associations or other groups to promote further investments in resilience.

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Four Twenty Seven works with investors to provide portfolio hotpot screenings and real time due diligence with site-specific data on sea level rise and other climate risks. Contact us for more detailed analysis and site-specific data on sea level rise exposure and detailed analysis of local jurisdictions’ response.

Newsletter: Central Banks Lead the Way on Climate Risk Disclosures

Four Twenty Seven's monthly newsletter highlights recent developments on climate risk and resilience. This month we explore the second year of Art. 173  reports, highlight regulators'  action on climate risk and share new findings on financial climate risk in Asia.

In Focus: Lessons Learned from Art. 173 Reporting - An Update

Physical Risk Analysis is Stronger in Art. 173's Second Year

The second year of reporting under Article 173 in France saw increased analysis of physical climate risk, but there is still substantial room for improvement. We reviewed disclosures from 49 asset owners in France, finding that almost half of the respondents conducted more substantial physical risk analysis compared to last year. Insurance companies AXA and Generali provided the most detailed analysis for property portfolios, adding to their previous methodology. FRR and Comgest provided the most thorough assessment of physical climate risk in their investment portfolios and BPCE Group was the only bank with a complete analysis of physical risk.

Many firms still cite lack of data and tools as a barrier to adopting thorough analysis of physical risks. Those firms that are on the forefront of climate risk reporting disclose asset-level risk exposure and are beginning to explore how to assess value at risk and scenario analysis for physical climate risks, which are emerging as key research topics.
Read the Analysis

TCFD Moving the Market

While French firms are refining their climate risk disclosures, other companies across Europe are beginning to report on climate risk. 30 out of the top 80 companies in Europe made statements in support of TCFD and/or released disclosures, according to the Climate Disclosures Standard Board's review, First steps on climate-related financial disclosures in Europe. Only seven of these firms addressed physical risks.

ClimINVEST reviews developments in physical climate risk assessment in the financial sectors of France, the Netherlands and Norway, finding that common needs across these countries include in-house capacity building, improved risk assessment tools, increased understanding of the impacts of extreme events & guidance on corporate engagement. The report also reviews the landscape of physical risk data providers, including Four Twenty Seven.

How do these developments in TCFD reporting affect the greater landscape of financial risk disclosure and management? In its winter issue the Climate Change Business Journal interviewed Founder & CEO, Emilie Mazzacurati, about the history of the TCFD, it’s uptake to-date and how the recommendations influence other developments on risk disclosure. Emilie says, “The market is in exploratory mode: this is an emerging issue, and the collective understanding of impacts on corporations and financial markets is fast evolving. What is clear, however, is that this is a very material issue, and that is here to stay.”
Central Banks and Regulators Take Action

A Call for Action: Climate Change as a Source of Financial Risk

In its first comprehensive report, the Network for Greening the Financial System (NGFS) makes the case for climate change as a material financial and economic risk and outlines six recommended actions. The first four are directed at central banks and supervisors: integrate climate risks in financial stability monitoring, set an
example by assessing risks in central bank portfolios, promote the growth of publicly available data and encourage continued research and knowledge sharing on climate risks. The report makes two final recommendations for policy-makers: encourage continued uptake of climate risk disclosures, in line with the TCFD and develop a taxonomy of activities that support the transition to a resilient low-carbon economy and those that are highly exposed to climate and environmental risks. 

Integrating Physical Climate Risks into Insurance Stress Tests

In April the Bank of England Prudential Regulation Authority (PRA) released a policy statement responding to feedback it received on its consultation paper "Enhancing banks' and insurers' approaches to managing the financial risks from climate change," and including the final Supervisory Statement on the topic. PRA also released a request for technical input to life and general insurers on draft scenario guidelines for the 2019 insurance stress test.
The draft outlines three scenarios, including a sudden disorderly transition, a long-term orderly transition and a "hot house" scenario without transition and lists metrics of physical risk hazards and transition risk for each scenario. Feedback from industry participants is requested by May 31. 

Survey of French Banks and Insurers on Climate Risk

The French banking supervisor, ACPR surveyed French banks and insurers on their management of climate-related risks. The analysis found that governance of risks is improving significantly, slowly shifting from a corporate responsibility perspective to an integrated element in risk management strategies. However, this is not yet consistent and has yet to lead to operational adaptation for businesses.
While banks and insurers have made significant progress on assessing transitition risk, progress in undertanding physical and liability risks is much slower. In response to these findings ACPR will establish two working groups with the financial sector, one on governance of climate-change related risks and another on risk metrics and scenario analysis. 

Climate Change: Awareness to Action

The Australian Prudential Regulation Authority (APRA) surveyed 38 regulated entities including authorized deposit-taking institutions, superannuation firms and insurers on their risk perceptions, governance, strategy, risk management, metrics and targets and disclosures. Firms identified several opportunities associate with climate risk response: positioning themselves as
industry leaders, developing new products and promoting community resilience. Over 50% of respondents are conducting financial analysis of key risks. Many cite data limitations, resource constraints, regulatory uncertainty and lack of defined terms and methods as barriers to conducting scenario analysis. 

Climate Change and the Federal Reserve

"In short, climate change is becoming relevant for a range of macroeconomic issues, including potential output growth, capital formation, productivity, and the long-run level of the real interest rate," writes Glenn D. Rudebusch of the Federal Reserve Bank of San Francisco. His economic research letter highlights the ways that climate risks are pertinent for monetary policy, encouraging continued research on the financial impacts of climate change hazards. 
Asian Investors Exposed to Water-Related Climate Risk

Are Asia's Pension Funds ready for Climate Change?

Asia's financial sector faces unique climate risks due to the population's concentration in large urban areas highly exposed to climate risk and their economies' reliance on water, a threatened resource. China Water Risk, Manulife Asset Management and the Asia Investor Group on Climate Change, released a new report exploring the drivers of climate risk exposure for asset managers in Asia and recommending strategies to build resilience.

They found that public pension funds, sovereign wealth funds and central banks tend to have portfolios concentrated in their domestic markets, which are also highly exposed to climate risks. The export economies of India and China are particularly vulnerable to water stress, and businesses must prepare for the shift in economic policy towards more resilient industries. In light of high exposure to climate impacts that are already locked in, financial actors should promote adaptation finance, assess their portfolios' physical risk exposure and engage with companies and industry initiatives.
Yale 2019 Symposium on Sustainable Finance Call For Papers
The Yale Initiative on Sustainable Finance is seeking papers for its 2019 Symposium on "The State of Play in ESG Investing.” They will consider empirical research papers, literature reviews or position papers from scholars, practitioners and industry experts. Selected authors will be asked to present at the symposium in November. Specific focal topics within the broad theme of ESG investing include: environmental and social impact metrics; portfolio-level ESG assessment and metrics; ESG in financial disclosures; future reporting frameworks for ESG information; private equity and ESG; and social- and green-impact bonds. Abstracts are due by May 17
Upcoming Events

Join the Four Twenty Seven team at these events:

  • April 30 - May 1  – Ceres Conference 2019, San Francisco, CA: Meet with Founder & CEO, Emilie Mazzacurati on Wednesday.
  • April 30 – NAREIM Sustainability & Investment Management, Chicago, IL: Chief Operating Officer, Colin Shaw, will present on climate risk data for real estate at this gathering of the National Association of Real Estate Investment Managers. 
  • May 1 – Addenda Capital Investor Day, Toronto, Canada: Colin Shaw will present on physical climate risk. 
  • May 9 – Addenda Capital Investor Day, Montreal, Canada: Emilie Mazzacurati will present on physical climate risk. 
  • May 9 –  PRI Reporting Consultation Workshop, San Francisco, CA: Editor, Natalie Ambrosio, will participate. 
  • May 14 – Northern European Partnership for Sustainable Finance Conference, Stockholm, Sweden: Director, Europe, Nathalie Borgeaud, will attend.
  • May 16 - 17 – EPRI Energy and Climate Research Seminar, Washington, DC: Yoon Kim will present on climate risks in the power system. 
  • June 4 - 7 – Innovate4Climate, Singapore: Yoon Kim will present on climate risk and resilient infrastructure. 
  • June 10 - 12 – US SIF Annual Conference, Minneapolis, MN: Senior Analyst, Lindsay Ross will attend.
  • June 11 - 12 – RI Europe, London, UK: Hear Emilie Mazzacurati present on scenario analysis for physical climate risk and meet with Director, Europe, Nathalie Borgeaud, at Four Twenty Seven's booth.
  • June 19  – Columbia University and PRI Private Round Table, New York, NY: Emilie Mazzacurati will discuss stress testing for physical climate risks at this workshop.
  • June 19 - 21 – Columbia University - At What Point Managed Retreat? New York, NY: Lindsay Ross will attend.  
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