This report offers a comprehensive guide for effectively managing risk in machine learning models. It presents a framework that enables data science and compliance teams to create better, more accurate, and more compliant models. The report stresses the importance of understanding the data used by models and implementing three lines of defence to assess and ensure their safety.

The International Federation of Accountants (IFAC) is a global organisation representing the accounting profession. It fosters global financial stability by promoting quality accounting and auditing standards, ethical practices, and professional development.

Deutsche Bank is a global financial institution offering a wide range of banking and financial services. It operates globally, providing services in corporate banking, investment banking, asset management, and retail banking. Explore Deutsche Bank for comprehensive financial solutions and international banking expertise.

UBS is a leading global financial institution providing a range of services, from wealth management to investment banking. Explore their offerings and financial solutions at https://www.ubs.com/au/en.html.

Visa is a global leader in digital payments, offering secure and convenient financial solutions. Explore Visa's official site for information on credit and debit cards, innovative payment technologies, and a seamless online payment experience. Join millions who trust Visa for reliable and efficient electronic transactions. Discover more at visa.com.au.

Explore the Federal Reserve Bank of New York's (New York Fed) official website. As a key component of the Federal Reserve System, the New York Fed plays a vital role in monetary policy, financial stability, and economic research. Access resources on banking, economic analysis, and financial services provided by this influential institution.

HSBC is a leading global bank offering a wide range of financial services. Explore www.hsbc.com for comprehensive banking solutions, including personal and business accounts, loans, and investments. Learn about their international presence and commitment to facilitating global financial transactions with a focus on customer service and innovation.

Citigroup is a global financial institution facilitating banking and financial services. Explore www.citigroup.com for insights into their diverse offerings, including banking, investment, and wealth management solutions. Discover how Citigroup contributes to the global financial landscape, serving individuals, corporations, and governments with a broad spectrum of financial products and services.

The Bank of England's Prudential Regulation website offers crucial insights into financial stability and regulatory frameworks. Explore authoritative resources on prudential standards, regulatory policies, and supervision to stay informed about the UK's banking and financial sector. Visit for comprehensive information on prudential regulation in the United Kingdom.

This paper provides guidelines for asset managers to strengthen their interim net zero targets, help promote transparency, effective emissions reduction and promote responsible finance within a modern world faced with an ever-increasing problem of climate change and inequality.

This paper focuses on the discourse surrounding global conservation. It highlights the importance of recognising different responsibilities among actors and countries and calls for human-centred actions to ensure a safe and just future for all. It offers insights on introducing transformational elements to existing campaigns through the Earth System Justice Approach.

This article considers how to integrate principles of justice within Earth’s system boundaries, specifically for climate, the biosphere, water and nutrient cycles, and aerosols. Using the Earth system justice approach, it discusses living within planetary limits whilst minimising significant harm to all people and ensuring equitable access to resources.

This report aims to provide a comprehensive overview and an aggregate estimate of global biodiversity finance. It aims to provide an outline of government support that is potentially harmful to biodiversity and offers recommendations for improving the assessment, tracking, and reporting of biodiversity finance.

As the global community faces a climate crisis, the report recommends setting standards and criteria for achieving net zero emissions, addressing concerns about greenwashing, and calling for a just transition for developing countries. The report advocates for a collaborative 'ambition loop' to accelerate global efforts toward a sustainable future.

This report aims to provide a unified approach to the disclosure of natural dependencies, impacts and risks for financial institutions and corporates. As the issue of natural loss and climate change continues to grow, a harmonised way of tackling these risks needs to be agreed to safeguard against material impacts.

How can businesses thrive while still respecting planetary boundaries and meeting the essential needs of all people? This report provides a framework for businesses to transition to sustainable models by addressing unsustainable characteristics and adopting regenerative and distributive practices. The report highlights examples of businesses implementing these strategies and provides a Sustainable Business Model Canvas for businesses and investors to assess alignment with a sustainable economy.