Integrating Nature-Climate Scenarios & Analytics for Financial Decision-Making (INCAF)
Lead Research Organisation:
University of Oxford
Department Name: Smith School of Enterprise and the Env
Abstract
Over half of global gross domestic product is dependent on nature, yet the past decades have seen unprecedented damage to ecosystems and declines in biodiversity due to adverse human activities. Financial institutions (FIs) can play an important role in securing a nature-positive future. Decisions by FIs over capital allocation and risk pricing influence structural shifts in the real economy that have profound impacts on nature. Today, opportunities to align nature and capital in ways that benefit people, nature and FIs are missed because these impacts are not accounted for. Our aim is to contribute the foundational networks, upskilling of researchers and robust, standardised methods and tools needed to integrate biodiversity and nature into financial decision making.
Our focus is the scenarios used by FIs to influence risk pricing and investment decisions, alongside the relevant and suitable data and tools needed for scenario analysis, such as asset-level data and tools to assess nature-related financial risks. A further novel aspect of our proposal is the on integrated nature-climate scenarios. Scenarios and analytics for use by FIs must consider biodiversity and climate in an integrated way. Biodiversity and climate are often treated in siloes, driving potential systemic risks. Important interactions and feedbacks are not accounted for, leading to underestimation of risks and critical tipping points. An important innovation in our proposal is to bring together the IPBES, IPCC and FI scenarios communities, leaders of whom are partners to this project, to address this gap. Integrating nature and climate requires new science; our proposal is to develop the networks and co-design and pilot the frameworks to achieve this - i.e. the foundational common framework and language needed to close the gap. This will create the foundation to Phase 2 that will generate the new datasets and toolkits needed.
Here we particularly target scenarios and analytics for use by Central Banks and Supervisors (CB&Ss). This is because CB&Ss are important catalysts of wider action by FIs. Supervisory expectations and regulations, e.g. disclosure, capital requirements and stress-testing, set the rules by which FIs operate, while monetary policies shape the playing field, together having a major influence on global capital flows and so nature. In developing this proposal, we have consulted with the leading CB&Ss and policy makers (e.g. Defra, HMT) that are shaping this agenda and leading work on scenarios, all of whom have agreed to join the project as project partners. This includes the European Central Bank, the Banque de France, De Nederlandsche Bank, the Network of Central Banks and Supervisors (CB&Ss) for Greening the Financial System (NGFS), and the Task Force on Nature-Related Financial Disclosures (TNFD).
Phase 1 of the project will deliver several important building blocks. Firstly, it will establish and operationalise the multi-disciplinary nature-climate-finance network. Secondly, it will co-develop the framework and guidance to generate the nature-climate scenarios and analytics, alongside syntheses of evidence and gap analyses. Finally, it will deliver a demonstrator application to a CB&S use case in stress testing nature-related risks. We will capture lessons learnt through this project to inform Phase 2, as well as share them to inform the development of the wider NERC Nature Positive Futures (NPF) programme.
Our goal is that the network and the analytical framework developed will ultimately catalyse shifts in financial flows that reduce systemic risks and are aligned with a nature-positive future. Through consultations, we have understood the key milestones and actors to achieve this and shaped the project accordingly. We will work closely with our project partners, and link to UKCGFI, to ensure our outputs feed into the key processes, as well as collaborate with and support the wider NPF programme goals.
Our focus is the scenarios used by FIs to influence risk pricing and investment decisions, alongside the relevant and suitable data and tools needed for scenario analysis, such as asset-level data and tools to assess nature-related financial risks. A further novel aspect of our proposal is the on integrated nature-climate scenarios. Scenarios and analytics for use by FIs must consider biodiversity and climate in an integrated way. Biodiversity and climate are often treated in siloes, driving potential systemic risks. Important interactions and feedbacks are not accounted for, leading to underestimation of risks and critical tipping points. An important innovation in our proposal is to bring together the IPBES, IPCC and FI scenarios communities, leaders of whom are partners to this project, to address this gap. Integrating nature and climate requires new science; our proposal is to develop the networks and co-design and pilot the frameworks to achieve this - i.e. the foundational common framework and language needed to close the gap. This will create the foundation to Phase 2 that will generate the new datasets and toolkits needed.
Here we particularly target scenarios and analytics for use by Central Banks and Supervisors (CB&Ss). This is because CB&Ss are important catalysts of wider action by FIs. Supervisory expectations and regulations, e.g. disclosure, capital requirements and stress-testing, set the rules by which FIs operate, while monetary policies shape the playing field, together having a major influence on global capital flows and so nature. In developing this proposal, we have consulted with the leading CB&Ss and policy makers (e.g. Defra, HMT) that are shaping this agenda and leading work on scenarios, all of whom have agreed to join the project as project partners. This includes the European Central Bank, the Banque de France, De Nederlandsche Bank, the Network of Central Banks and Supervisors (CB&Ss) for Greening the Financial System (NGFS), and the Task Force on Nature-Related Financial Disclosures (TNFD).
Phase 1 of the project will deliver several important building blocks. Firstly, it will establish and operationalise the multi-disciplinary nature-climate-finance network. Secondly, it will co-develop the framework and guidance to generate the nature-climate scenarios and analytics, alongside syntheses of evidence and gap analyses. Finally, it will deliver a demonstrator application to a CB&S use case in stress testing nature-related risks. We will capture lessons learnt through this project to inform Phase 2, as well as share them to inform the development of the wider NERC Nature Positive Futures (NPF) programme.
Our goal is that the network and the analytical framework developed will ultimately catalyse shifts in financial flows that reduce systemic risks and are aligned with a nature-positive future. Through consultations, we have understood the key milestones and actors to achieve this and shaped the project accordingly. We will work closely with our project partners, and link to UKCGFI, to ensure our outputs feed into the key processes, as well as collaborate with and support the wider NPF programme goals.
Organisations
- University of Oxford (Lead Research Organisation)
- Bank of England (Collaboration)
- Barclays (Collaboration)
- TNFD (Project Partner)
- Intl Inst Applied Systems Analysis IIASA (Project Partner)
- Climate Analytics (Project Partner)
- Banque de France (Project Partner)
- Wageningen University & Research (Project Partner)
- PBL Netherlands Env Assessment Agency (Project Partner)
- Imperial College London (Project Partner)
- Pacific Northwest National Laboratory (Project Partner)
- Finnish Environment Institute (Project Partner)
- World Bank (Project Partner)
- University of the Witwatersrand (Project Partner)
- European Central Bank (Project Partner)
- German Ctr for Integ Biodiv Res (iDiv) (Project Partner)
- University of Edinburgh (Project Partner)
- University of Minnesota (Project Partner)
- WCMC (Project Partner)
Publications
O'Donnell, E.
(2024)
How finance can be part of the solution to the world's biodiversity crisis
Ranger N
(2023)
The Green Scorpion : The Macro-Criticality of Nature for Finance
Ranger N
(2024)
UK Nature-Related Risk Update
Ranger, N.
(2024)
Assessing the materiality of nature-related financial risks for the UK
| Description | Four key findings from this work are: (1) A multi-disciplinary nature-climate-finance network has been established. This consists of key stakeholders from (i) financial institutions, particularly Central Banks and Supervisors, including the Network of Central Banks and Supervisors for Greening the Financial System (NGFS) and their Taskforce Nature, Taskforce on Nature-related Financial Disclosures (TNFD), Climate Financial Risk Forum Taskforce Nature, the Financial Conduct Authority (FCA), Bank of England, European Central Bank, Banco Central de Chile and several private financial institutions; (ii) government, including Department for Environment, Food and Rural Affairs (DEFRA) and HM Treasury; and (iii) academia, including the Green Finance Institute, UNEP-WCMC, National Institute for Economic and Social research (NIESR), and representatives from the scenario community associated with the Intergovernmental science-policy Platform on Biodiversity and Ecosystem Services (IPBES) and the Intergovernmental Panel on Climate Change (IPCC). This mapping of the nature-climate-finance community and its operationalisation through a series of intensive collaborations (online workshops, forum and over 80 bilateral consultations) enabled needs, capabilities and gaps on integrating nature-climate scenarios and analytics for financial decision-making to be identified. (2) A framework and guidance for generating nature-climate scenarios and analytics for Central Banks has been co-developed with the nature-climate-finance network. The framework captures nature and climate risks in an integrated way, whilst spanning the space of plausible future outcomes. It maps the scenario space using two axes: one on "Climate action" and one on "Biodiversity action", both of which range from weak to strong . This creates four quadrants, within which physical and transition risks for financial institutions are defined for both climate and biodiversity. A new element captured in this framework is the potential for 'misalignment' between climate and nature-related societal action either globally or nationally. For example, strong action on climate but weak action on nature increases climate-related risks. It is also possible to have strong nature-related action locally but weak globally, adding an additional dimension to risk to be considered. (3) A methodology for developing narratives for physical risk assessments was developed, including an analysis of more than sixty historical analogues, an inventory of almost eighty potential nature-related physical risk shocks that can form the basis to scenario development, and a new preliminary risk screening approach for financial institutions, Central Banks and supervisors. This was featured as one of two methodologies in the Network for Greening the Financial System (NGFS) report on "Recommendations toward the development of scenarios for assessing nature-related economic and financial risks" report and published as an NGFS Occasional paper "The Green Scorpion: the Macro-Criticality of Nature for Finance". (4) New quantitative financial risk assessment methodology, applied in NGFS paper and UK Financial Risk Analysis. (5) A demonstrator application of the scenario framework has been undertaken working in collaboration with the Bank of England, the Green Finance Institute, UNEP-WCMC and National Institute for Economic and Social research (NIESR), focused on stress-testing nature-related risks for the UK. This developed the first nature-related risk inventory and integrated nature-climate scenarios for the UK. |
| Exploitation Route | The findings and collaborations will carry on during Phase II of this work, as part of the UKRI-funded "Greening finance for nature" flagship. The findings are already being used by financial institutions and regulators, particularly in the UK and across Europe. |
| Sectors | Environment Financial Services and Management Consultancy Government Democracy and Justice |
| Description | Our findings have raised awareness of the criticality of developing integrated nature-climate scenarios and analytics for financial decision-making including, for example, our estimates of over $5 trillion nature-related global value at risk in our "NGFS Occasional paper "The Green Scorpion: the Macro-Criticality of Nature for Finance". The findings are already being used by regulators and financial institutions around the world, e.g. feedback from Bank of America and Barclays in March 2024 and mentions in the report of the Climate Financial Risk Forum on Nature. We have been invited to present work at the Climate Security National Foresight Group Meeting in March 24 to help inform on methodological approaches to appraise complex risks. This work has also been presented to Cabinet Office and Government Office for science in Dec 23, as it is relevant to the chronic risks that are being developed to complement the UK National Security Risk Assessment. |
| First Year Of Impact | 2023 |
| Sector | Environment,Financial Services, and Management Consultancy,Government, Democracy and Justice |
| Impact Types | Societal Economic |
| Description | Changing financial supervision |
| Geographic Reach | National |
| Policy Influence Type | Contribution to a national consultation/review |
| Impact | Contributed to change in the mandate of the Central Bank |
| Description | Contribution to the Environmental Audit Committee consultation on green economy |
| Geographic Reach | National |
| Policy Influence Type | Contribution to a national consultation/review |
| URL | https://committees.parliament.uk/committee/62/environmental-audit-committee/publications/written-evi... |
| Description | Influencing financial regulation and supervision |
| Geographic Reach | National |
| Policy Influence Type | Contribution to a national consultation/review |
| Impact | Internal briefings to senior Bank of England staff |
| Description | NGFS Nature Task Force |
| Geographic Reach | Multiple continents/international |
| Policy Influence Type | Contribution to new or improved professional practice |
| Impact | Preparation of NGFS Occasional Paper and contributions to NGFS frameworks as a contributor and review. NGFS internalised our findings and this is leading to improved supervisory practices internationally |
| URL | https://www.ngfs.net/sites/default/files/medias/documents/ngfs_conceptual-framework-on-nature-relate... |
| Description | Integrating Finance and Biodiversity Phase II |
| Amount | £7,000,000 (GBP) |
| Organisation | Natural Environment Research Council |
| Sector | Public |
| Country | United Kingdom |
| Start | 03/2024 |
| End | 03/2026 |
| Description | Leveraging Earth Observation for Nature Finance |
| Amount | € 2,000,000 (EUR) |
| Organisation | European Space Agency |
| Sector | Public |
| Country | France |
| Start | 01/2025 |
| End | 01/2027 |
| Description | Macrofinancial impacts of nature |
| Amount | € 5,000,000 (EUR) |
| Organisation | European Commission H2020 |
| Sector | Public |
| Country | Belgium |
| Start | 01/2025 |
| End | 01/2028 |
| Description | Bank of England |
| Organisation | Bank of England |
| Country | United Kingdom |
| Sector | Private |
| PI Contribution | RESEARCH ON TRANSITION SCENARIOS RESEARCH ON NATURE RELATED RISKS |
| Collaborator Contribution | TECHNICAL EXPERTISE IMPACT CHANNEL |
| Impact | CGFI WORKING PAPER ON TRANSITION SCENARIOS |
| Start Year | 2022 |
| Description | Bank of England |
| Organisation | Bank of England |
| Country | United Kingdom |
| Sector | Private |
| PI Contribution | Assessing nature-related financial risks |
| Collaborator Contribution | Supported increased knowledge on the materiality of nature-related risks and management options |
| Impact | https://www.oxfordmartin.ox.ac.uk/publications/assessing-the-materiality-of-nature-related-financial-risks-for-the-uk |
| Start Year | 2023 |
| Description | Barclays |
| Organisation | Barclays |
| Country | United Kingdom |
| Sector | Private |
| PI Contribution | Sharing data and methods |
| Collaborator Contribution | Expert input on methodologies and sharing of data |
| Impact | Inputs into report due in April |
| Start Year | 2023 |
| Description | Climate Financial Risk Forum |
| Organisation | Bank of England |
| Country | United Kingdom |
| Sector | Private |
| PI Contribution | CBES Learning Exercise. Hosting CFRF scenarios tool and video content. Development of CFRF database |
| Collaborator Contribution | Collaboration on CBES learning, including advice, contents, use of facilities for workshops, running survey platform, reviews etc. Development of CFRF tool, content and database |
| Impact | CBES LEARNING REPORTS CFRF SCENARIO TOOL, DATABASE AND VIDEO |
| Start Year | 2022 |
| Description | Climate Financial Risk Forum (CFRF) |
| Organisation | Bank of England |
| Country | United Kingdom |
| Sector | Private |
| PI Contribution | Academic advisors to CFRF's Resilience and adaptation groups including reviewing publications: 'Nature-related risk: Handbook for financial institutions Summary document' and 'Mobilising adaptation finance to build resilience'. |
| Collaborator Contribution | Collaboration on nature-related risk assessment and materiality, including advice and contents. We have also worked with the Climate Financial Risk Forum Adaptation Working Group, the Met Office and the University of Leeds to support investment into climate adaptation and resilience. Through bi-weekly workshops and first-hand research with financial institutions and asset managers, we explored how physical climate risks are incorporated into current decision-making. Based on these insights, we co-developed tools and guidance to improve data usage in climate-related risk and adaptation assessment frameworks. |
| Impact | Nature working group output: https://www.fca.org.uk/publication/corporate/cfrf-nature-related-risk-handbook-financial-institutions-summary-document-2024.pdf On partnership with CFRF adapation Working Group, Met Office and University of Leeds, our outputs include: 1. Climate data 111+ - a database of open-source climate hazard data sources. Climate data 111+ compiles and segments 111+ climate hazard data sources according to the hazards covered, the frequency of data collection, the geographic area covered, the type of ensembles used, the underlying climate scenarios used, the indicators and metrics used, and the format of the data. As such, it is a one-stop-shop for FIs, policymakers, urban planners, researchers and more to discover what data sources are available and which are best-suited to their needs. https://www.eci.ox.ac.uk/page/climate-hazard-open-sources 2. A database of open-source asset-level and vulnerability data sources. The synthesis of data sources includes over 70 sources of asset-level data and 39 sources of vulnerability data, including their methodology. This database enables financial institutions and other stakeholders to carry out complete risk assessments, in a world where asset-level data are predominantly proprietary. https://www.eci.ox.ac.uk/page/asset-level-data-sources-physical-and-nature-risk-assessment 3. An updated database of climate adaptation and resilience targets and metrics. The database compiles over 300 targets and metrics sourced from 29 disclosure, performance management and adaptation finance tracking frameworks. The database includes information on its format, unit, principle and component for each metric and target to facilitate segmentation. This database can be used by stakeholders who seek guidance when developing adaptation plans, performance management frameworks, etc. https://www.eci.ox.ac.uk/page/adaptation-targets-and-metrics 4. A database of climate adaptation and resilience taxonomies. The database compiles 35+ frameworks and classifies 24 of these as taxonomies. The database provides at-a-glance information (e.g. principles, sectors and definitions of resilience covered, description of methodology, etc.) for these frameworks to guide their correct use. The database also includes stand-alone sheets for each taxonomy illustrating the types of activities covered. We also carried out a brief analysis of the database and have submitted the results for publication. The database and the paper are the first to compile and analyse adaptation taxonomies, thus providing not just on how to use taxonomies, but where future taxonomic efforts should be concentrated. https://www.eci.ox.ac.uk/page/taxonomies-database; https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4878341 5. Inputting into a report for CFRF. The report serves as a practical user guide for financial institutions and other stakeholders to carry out risk assessments and analyses. Step-by-step processes are outlined, with reference to the other outputs developed with the CFRF Adaptation Working Group. https://www.fca.org.uk/publication/corporate/cfrf-mobilising-adaptation-finance-build-resilience-2024.pdf 6. A tool to estimate firm adaptation alignment with adaptation and resilience. We drew from existing IFRS S2, TCFD and TNFD disclosure requirements to develop a framework consisting of 65 indicators that approximates adaptation and resilience alignment using public sustainability reports. The indicators are process-based and cover physical climate- and nature-related risks equally. We then collaborated with the University of Zürich to pair the framework with a natural language processing model to automate the analysis. This work and a preliminary analysis have been submitted for publication. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4874598 |
| Start Year | 2024 |
| Description | Climate Financial Risk Forum- Nature Taskforce Working Group |
| Form Of Engagement Activity | A formal working group, expert panel or dialogue |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Professional Practitioners |
| Results and Impact | Dr Nicola Ranger, Dr Jimena Alvarez and Emma O' Donnell (part of the INCAF Oxford team) are part of the CFRF Nature taskforce working group which involves attending regular meetings, acting as academic advisors and providing feedback of draft report. |
| Year(s) Of Engagement Activity | 2023,2024 |
| Description | Keynote address and panel discussion at UK Centre for Greening Finance and Investment Annual Forum |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | National |
| Primary Audience | Industry/Business |
| Results and Impact | Keynote presentation on 'Assessing the materiality of nature-related risks to the UK' report followed by panel discussion on 'Assessing nature-related risk: are today's analytics good enough?' |
| Year(s) Of Engagement Activity | 2024 |
| URL | https://www.cgfi.ac.uk/2024-annual-forum/#nature |
| Description | Launch of NGFS Occasional Paper "The Green Scorpion: the macro-criticality of nature for finance": presentation by Dr Nicola Ranger |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Professional Practitioners |
| Results and Impact | As part of the Network for Greening the Financial System (NGFS) launch event for the publication of its technical document on nature-related scenarios, Dr Nicola Ranger presented the NGFS Occasional Paper "The Green Scorpion: the macro-criticality of Nature for finance" developed by the INCAF Oxford team. |
| Year(s) Of Engagement Activity | 2023 |
| Description | NATURE SCENARIOS FOR FINANCE Co-Development Virtual Workshop |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Other audiences |
| Results and Impact | NATURE SCENARIOS FOR FINANCE Co-Development Virtual Workshop: Co-hosted by the University of Oxford, University of Reading, the Green Finance Institute and the National Institute for Economic and Social research (NIESR) this workshop included a presentation of the preliminary version of the UK integrated nature-climate scenarios developed to assess the macrocriticality of nature for finance to gather feedback from audience. |
| Year(s) Of Engagement Activity | 2023 |
| Description | NATURE-RELATED RISK INVENTORY FOR FINANCE Co-Development Virtual Workshop |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Industry/Business |
| Results and Impact | Co-hosted by the University of Oxford, University of Reading and Green Finance Institute, this workshop presented the UK nature-related risk inventory developed as part of INCAF's use case (objective 3) leveraging extra funding from the Green Finance Institute. Asides from gathering feedback during the workshop, experts were identified for further involvement on refining the nature-related risk inventory. |
| Year(s) Of Engagement Activity | 2023 |
| Description | Next Generation of Nature-Climate Analytics and Scenarios for Finance workshop |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Industry/Business |
| Results and Impact | The closed-door forum brought together over 100 leading experts from across finance, economics, and science with a focus on risk management, investment and setting nature transition plans. The workshop combined keynote speeches from leading practitioners and researchers, panel discussions and workshop-style dialogue to build the frameworks and priorities for future nature-climate-economy modelling, data, analytics and scenario development including: Keynotes from Bart van den Hurk and Paula Harrison covering the IPCC and IPBES perspectives and Emily McKenzie on her personal journey through Dasgupta Review to her leading role at Taskforce on Nature-related Financial Disclosures (TNFD) and their work on scenarios Saskia de Vries, Marc Reinke, Helen Avery, Ben Carr, Christopher Karminker. discussion on setting the landscape on Nature-Climate-Finance Dr Nicola Ranger, Andrej Ceglar and Dr Jimena Alvarez presenting the finding from our recent work on Principles and Frameworks for Integrated Nature-Climate Scenario Development Irene Monasterolo, Violette Pradère, Charlie Dixon, Gareth Thomas, Miodrag Stevanovic and Justin Johnson covering the state of the art in analytics and modelling to assess nature-related risks and opportunities for finance Jo Paisley, Romain Svartzman, Sandy Trust, James Vause and Michael Obersteiner discussing Next Steps for Integrated Nature-Climate Risk Assessment. Shewly Choudhury from UKRI opened the proceedings Co-convened by the Environmental Change Institute (ECI), University of Oxford, UK Centre for Ecology & Hydrology (UKCEH) and University of Reading in collaboration with wider partners, we also formally launched the Greening Finance for Nature Flagship led by Dr Nicola Ranger of the Integrating Finance and Biodiversity Programme introduced by Nick Wells with a celebratory dinner and drinks reception. |
| Year(s) Of Engagement Activity | 2024 |
| URL | https://infinbio.org/news-and-media/news/next-generation-nature-climate-analytics-and-scenarios-fina... |
| Description | Presentation of INCAF approach to TNFD Secretariat |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Industry/Business |
| Results and Impact | Presentation of INCAF approach to TNFD Secretariat |
| Year(s) Of Engagement Activity | 2023 |
| Description | Refining Nature-Related Financial Risk Scenarios for the UK |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Industry/Business |
| Results and Impact | Co-hosted by the University of Oxford, University of Reading, Green Finance Institute and Climate Financial Risk Forum, this workshop presented the INCAF approach to developing integrated nature-climate scenarios for financial decision-making in the UK and gathered feedback on approach and shock values for macroeconomic modelling of impacts. |
| Year(s) Of Engagement Activity | 2024 |
| Description | Webinar presentation of "The Green Scorpion: the macro-criticality of nature for finance" to Jefferies Group |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Industry/Business |
| Results and Impact | Dr Jimena Alvarez presented "The green scorpion: the macro-criticality of nature for finance" report as part of one webinar in Jefferies series followed by discussion. |
| Year(s) Of Engagement Activity | 2024 |
