The report outlines a pattern-oriented engineering approach for responsible AI in financial services. It identifies challenges in scaling responsible AI, introduces a Responsible AI Pattern Catalogue for addressing lifecycle risks, and provides case studies on chatbot development. The study underscores governance, process, and product strategies to operationalise responsible AI principles effectively.

This tool measures the environmental impact of economic activity, company, or sector, to deliver a net contribution value on -100% to +100% scale, using physical data from across the value chain. It can be applied at company, portfolio, index, product/source levels. Includes qualitative and quantitative criteria on biodiversity.

Powered by data from Trase Earth, Forest IQ has been developed to support banks and investors assess and manage their exposure to deforestation risk. Forest IQ provides market leading data about corporate performance on deforestation impacts, land conversion, and natural ecosystem and human rights abuses. Trase Earth offers open source data that is free to download.

The hub hosts a collection of tools and guidance to help financial institutions harmonise environmental and social impact monitoring for sustainable land use finance.

The report titled examines the role of financial influencers ("finfluencers") in shaping investment decisions, especially among Gen-Z investors. It highlights the regulatory challenges posed by finfluencers, explores their content's appeal to younger audiences, and provides recommendations for enhancing financial literacy and regulatory frameworks.

KnowTheChain’s benchmark evaluates corporate efforts to address forced labour in global supply chains. It assesses companies across sectors using indicators such as worker rights, transparency, and risk management. This tool helps finance professionals and investors identify risks and drive improvements in corporate labour practices, promoting ethical and responsible investment decisions.

OpenSecrets' Federal Lobbying tool offers insights into lobbying activities within the US government. It tracks spending by companies, industries, and interest groups, providing finance professionals with data on how lobbying efforts may influence legislation and policy, helping inform decision-making on regulatory and governance issues.

The Natural Capital Protocol provides a step-by-step guide for businesses to measure, value, and integrate natural capital into their operations. Divided into 9 stages, this comprehensive guide offers a practical approach to assess material risks and opportunities, communicate with stakeholders, and make informed decisions towards sustainable business practices.

This benchmark report highlights the link between authentic sustainability and improved business outcomes in Australian organisations. The report introduces the Authenticity Index™, measuring commitments, culture, and communication, demonstrating that high-scoring businesses experience better talent acquisition, productivity, retention, innovation, resilience, and profitability.

The expected return of green securities relative to brown is a crucial impact measure for ESG investors, and the greenium is more negative in greener countries and over time. The equity greenium has become more negative over time. The proposed robust green score combined with forward-looking expected returns yields a more precisely estimated annual equity greenium.

The report explores the risks and impact of climate change on a global scale. The report emphasises the need for a realistic risk assessment urgently and laying out a blueprint on developing a Planetary Solvency framework.

The global bond market is crucial for the achievement of the Paris Agreement's climate goals. This report analyses the alignment of corporate bonds with these goals while identifying challenges and proposing potential solutions, including the use of asset-level data and revaluation of benchmarks.

This assessment evaluates the approaches of six leading pesticide companies toward addressing biodiversity loss. None of the companies has committed to phasing out highly hazardous pesticides, and progress in reporting and disclosure is limited. Investors are urged to heed recommendations and use the report to guide engagements.

The CFA Institute and Principles for Responsible Investment commissioned a survey on ESG integration, revealing that 56% of investors integrate governance into their equity analysis. Analysts may engage in ESG in fixed-income analysis to evaluate the risks and value of assets. ESG issues help investors arrive at estimates of fair stock value.

This report provides insight into the emerging responsible investment risks surrounding technology. The report covers four key areas of concern; bias and discrimination, manipulation and influencing behaviour, big tech and market dominance, and automation and the future of work, alongside case studies and recommended questions for asset owners.

This report provides an overview of contemporary evidence that climate change presents foreseeable, and in many cases material, financial and systemic risks that affect corporations and their investors. It discusses general climate obligations, directors' duties, disclosure obligations, and advice to directors, emphasising the importance of embedding climate change in financial risk management, disclosure, and supervisory practices.