- Harnessing the power of Input-Output analysis for sustainability
Report · 13 December 2024
IFC Working Papers | No 24 | 13 December 2024by Ulf von KalckreuthPDF full text (428kb) | 26 pagesAbstractMeasuring carbon contents reliably, for products, firms and industries, is key for…
- François Villeroy de Galhau: Digital innovation - what role can we play as central banks?
Speech · 8 November 2021
Speech by Mr François Villeroy de Galhau, Governor of the Bank of France, at the Singapore Fintech Festival, 8 November 2021.The views expressed in this speech are those of the speaker and not the…
- BIS and Central Bank of Brazil announce winners of G20 TechSprint
Event, News · 27 November 2024
Fifteen shortlisted teams from around the world competed to develop innovative technological solutions to address sustainable finance challenges related to the United Nations Sustainable Development…
- Abdul Rasheed Ghaffour: Welcoming remarks - JC3 Journey to Zero Conference 2023
Speech · 23 October 2023
Welcoming remarks by Mr Abdul Rasheed Ghaffour, Governor of the Central Bank of Malaysia (Bank Negara Malaysia), at the JC3 Journey to Zero Conference 2023, Kuala Lumpur, 23 October 2023. The views…
- Lael Brainard: Building climate scenario analysis on the foundations of economic research
Speech · 7 October 2021
Speech (via webcast) by Ms Lael Brainard, Member of the Board of Governors of the Federal Reserve System, at the 2021 Federal Reserve Stress Testing Research Conference, Federal Reserve Bank of…
- Norhana Endut: Keynote address - Conference on "Nature, Finance and the Macroeconomy"
Speech · 19 October 2023
Keynote address by Ms Norhana Endut, Assistant Governor of the Central Bank of Malaysia (Bank Negara Malaysia), at the Conference on Nature, Finance, and the Macroeconomy, Kuala Lumpur, 19 October…
- Paolo Angelini: The financial risks posed by climate change - information gaps and transition plans
Speech · 15 November 2022
Speech by Mr Paolo Angelini, Deputy Governor of the Bank of Italy, at the Associazione Nazionale per lo Studio dei Problemi del Credito, Milan, 15 November 2022.The views expressed in this speech are…
- FCA Digital Sandbox Pilots Foster Innovation in Finance and ESG
Event · 1 August 2023
The FCA’s Digital Sandbox has run two pilots to test innovative solutions in UK financial services. The first (Oct 2020–Feb 2021) focused on Covid-19-related challenges, with 28 firms developing…
- Samoa Finance Sector Resilience and Development Project supported by the World Bank
Funding proposal · 26 September 2024
The initiative will develop a modern platform featuring advanced data architecture, validation capabilities, and analytics to enhance information flow between CBS and regulated financial…
- Randal K Quarles: Disclosures and data - building strong foundations for addressing climate-related financial risks
Speech · 11 June 2021
Speech by Mr Randal K Quarles, Vice Chairman for Supervision of the Board of Governors of the Federal Reserve System, at the Venice International Conference on Climate Change, Venice, Italy, 11 June…
- Ravi Menon: Two problems for FinTech to solve - cross-border payments and ESG data
10 October 2022
Keynote speech by Mr Ravi Menon, Managing Director of the Monetary Authority of Singapore, at the Annual SWIFT International Banking Operations Seminar (SIBOS) 2022, Amsterdam, 10 October 2022.The…
- Sabine Mauderer: Getting the full picture - the road ahead for climate stress testing
Speech · 8 February 2023
Speech (virtual event) by Dr Sabine Mauderer, Member of the Executive Board of the Deutsche Bundesbank, at the 2023 European Banking Authority workshop on climate risk stress testing, 8 February…
- Sabine Mauderer: Sustainable finance and the availability of good quality data
Speech · 14 September 2021
Welcome remarks by Dr Sabine Mauderer, Member of the Executive Board of the Deutsche Bundesbank, at the International Conference on Statistics for Sustainable Finance, jointly organised by the Bank…
- Sustainable finance data for Central Banks
Report · 17 December 2021
2021 survey conducted by the Irving Fisher Committee on Central Bank Statistics (IFC)IFC Report | No 14 | 17 December 2021by Christian Schmieder, Bruno Tissot, Romana Peronaci, Pierre Bui Quang…
- Navigating nature-related data: metrics, sources and uses
Report · 8 April 2026
More data is becoming available to support the analysis of nature-related financial risks. This note helps users identify relevant data sources and prioritise data and metrics according to specific…
- NGFS provides new tools to manage nature-related financial risks
News · 8 April 2026
The package provides practical tools for central banks and supervisors to integrate nature-related risks into their work to help strengthen the resilience of the financial system. Nature degradation…
- Project Gaia: Enabling climate risk analysis using generative AI
Case study · 1 January 2024
The vision of Project Gaia is to create an open web-based tool that helps analysts and supervisors search corporate climate-related disclosures and extract data, thereby reducing the manual effort…
- Project Gaia: Enabling climate risk analysis with generative AI
Solution · 18 March 2024
Project Gaia seeks to help analysts search corporate climate-related disclosures quickly and efficiently. Together with our Eurosystem project partners, the Bank of Spain, the Deutsche Bundesbank and…
- Artificial intelligence-based estimation of companies' carbon emissions
Blog · 4 December 2025
This blog published by Banque de France highlights that, due to incomplete corporate disclosure of carbon emissions, machine learning models can be used to estimate these emissions at scale with…
- NGFS publishes an information note on “Improving Greenhouse Gas Emissions Data”
News · 17 July 2024
The note reviews some of the difficulties in measuring, estimating and collecting GHG emissions data. It then proposes several measures that could enhance the granularity and comparability of…
- FSB develops analytical framework and toolkit to assess climate-related vulnerabilities
Report · 15 January 2025
The FSB’s analytical framework will help identify and quantify the drivers of climate risks and their financial impact, both in the financial system and the real economy. The accompanying toolkit…
- G20 seeks public input on carbon credit data standardisation
RFP · 4 July 2025
The G20 Secretariat of the Climate Data Steering Committee has launched a public consultation on a draft standard carbon credit data model, running from 4 July to 12 August 2025. Under South Africa's…
- The Impact of Blockchain Technology on Forensic Finance: Enhancing Transparency and Security
Report · 17 March 2025
In recent years, the world has been confronted with numerous events that have triggered more profound societal changes. The COVID-19 pandemic has paved the way for rethinking many aspects of everyday…
- How Does Financial Development Influence Carbon Emission Intensity in the OECD Countries: Some Insights from the Information and Communication Technology Perspective
Report · 21 December 2023
Based on an extended STIRPAT framework, this paper investigates the effects of financial development on carbon emission intensity in OECD countries from linear and non-linear perspectives, where…
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