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 guide provides a comprehensive overview of tools and methodologies for financial institutions to assess biodiversity impacts and dependencies. It includes practical recommendations, evaluations of twelve tools, case studies, and guidance on marine biodiversity. The guide supports nature-related risk management, aligning with frameworks like TNFD and EU Biodiversity standards.

This document is designed to support businesses with navigating various biodiversity measurement approaches currently available. A navigating wheel and classification system has been developed to support interpretation.

The Natural Capital Measurement Catalogue (NCMC) is an open resource for users to select metrics and methods for the measurement of natural capital assets, flows of services or benefits, and organisational impacts or dependencies on nature. The WCMC is designed to present natural capital accounting and assessment metrics that are consistent with national and international standards and frameworks such as the United Nations System of Economic-Environmental Accounting (SEEA), the Natural Capital Protocol and the Taskforce on Nature-related Financial Disclosures (TNFD).

The CDP's water watch impact index tool makes a qualitative assessment of impact on freshwater resources at different stages of the value chain, based on independent and trusted academic, scientific and industry-recognized sources. Its focus on environmental impact distinguishes it from tools that measure business risks posed by water.

Building on insights from the nature-related data catalyst, the TNFD has created a beta version of an online searchable Tools Catalogue, providing an overview of tools that organisations can use to apply to each phase of the LEAP approach. The catalogue will be continually updated.

This Toolkit for Ecosystem Service Site based Assessments (TESSA) provides practical guidance on how to identify which services may be significant at a site of interest, what data are needed to measure them, what methods or sources can be used to obtain the data and how to communicate results. It assesses and values ecosystem services, supporting natural capital accounting and investment decisions.

TRASE maps forest risk supply chains linking consumer countries and traders with places of production. This allows for greater visibility of the countries, regions and companies that have higher rates of deforestation.

This study analyses how explicit and implicit executive compensation schemes linked to environmental and social (ES) targets affect corporate ES performance. Explicit schemes, with measurable targets, enhance precise outcomes like emissions reduction. Implicit schemes, relying on subjective assessment, excel in areas with vague metrics, such as community engagement.

The Forest Declaration Dashboard is a monitoring tool that tracks global progress towards the 2030 goals of halting and reversing deforestation. It offers data and insights across themes such as forest conservation, sustainable development, finance, and governance, aiding stakeholders in assessing and enhancing forest-related initiatives.

The report evaluates progress in corporate and financial net zero policies across G20 nations. It highlights uneven adoption, notable gaps in ambition, and policy divergence. While disclosure and taxonomies advance, integration of just transition, adaptation, and nature remains limited. The report calls for global alignment to meet 1.5°C targets.

The Global Food and Nutrition Security Dashboard, developed by the World Bank, G7, and partners, offers timely, high-quality data on food crises at both country and global levels. It provides insights into food insecurity, nutrition, and related indicators, supporting informed decision-making and policy development.

IBAT is a live geospatial tool to identify where operations and supplier locations sit in areas of interest, like key biodiversity areas. Great screening tool, with an alert feature and visual outputs. It provides biodiversity data to support risk assessments and informed decision-making in investments.

This tool assesses biodiversity risks in supply chains, enhancing sustainable sourcing and investment practices. It is designed to help users map impacts to species extinction along supply chains or investment portfolios, using an adaptation of the STAR metric. (Primary proxy: Species extinction risk)

This tool is designed for banks, investors and corporate clients and investee companies. The tool guides banks/investors through an impact analysis of their portfolios. Developed jointly with signatories from the PRB and UNEP FI, the tool helps banks/investors set targets.

This database offers comprehensive biodiversity impact data, enhancing ESG reporting and investment decisions. Biodiversity dataset can be used to assess the biodiversity impact of B2B interactions, investment portfolios and funds. Currently, it is being used by forward-thinking institutions – including a large Dutch bank and a large Dutch asset manager – to investigate the biodiversity impact of portfolios. (Primary proxies: Land use, water pollution, air pollution)