This handbook provides a comprehensive overview of artificial intelligence (AI) and big data applications in investments. It covers topics such as machine learning, natural language processing, trading algorithms, and AI-driven customer service. Aimed at finance professionals, it offers insights into practical use cases, challenges, and evolving trends in AI adoption, making it a valuable resource for those navigating the integration of these technologies in investment strategies.

The report discusses emissions attribution analysis for net-zero investment portfolios. It highlights key decarbonisation drivers, including portfolio reallocation, real-world emissions reductions, and changes in data coverage. The analysis helps financial professionals understand and steer investment strategies toward decarbonisation, aligning with climate goals set by the UN-convened Net-Zero Asset Owner Alliance.

NatureFinance focuses on advancing sustainable finance to address global environmental challenges, particularly biodiversity loss and climate change. It promotes innovative financial tools, policies, and partnerships that align financial systems with nature-positive outcomes.

This report investigates whether green investors influence corporate carbon emissions by either divesting from polluters or engaging with management through stock ownership. The findings suggest green investors significantly reduce emissions through active engagement, whereas divestment strategies may counterproductively increase emissions. The report highlights private markets’ potential to address environmental issues independently of government regulation.

The Investing in Climate Chaos tool details companies and institutions' investments in fossil fuel sectors, including coal, and quantifies their exposure through shares and bonds. This resource aids finance professionals in assessing the financial implications of fossil fuel investments and informs sustainable finance decisions.

This briefing explores how institutional investors are moving beyond the binary choice of engagement versus divestment in response to climate-related financial risks. It highlights how divestment complements engagement strategies, enabling investors to maintain credible influence over corporate policies while protecting portfolios from climate risks.

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.

This tool helps finance professionals identify potential risks in investment certifications. It provides a structured framework for assessing the credibility of certifications, enhancing decision-making in responsible investment practices. Users can access key indicators of reliability and transparency in various certifications.

The report highlights the challenges financial institutions face in embedding Environmental, Social, and Governance (ESG) strategies. It covers topics such as governance, skills gaps, data issues, and the critical role of the front office in driving sustainability goals, offering practical steps for overcoming these hurdles.

This paper introduces an assessment framework for corporate disclosures on climate transition strategies. It identifies 64 indicators from 28 frameworks, develops a natural language processing (NLP) tool to automate disclosure assessment, and analyses disclosures of carbon-intensive companies. The findings reveal that companies often prioritise reporting targets over concrete implementation actions.

The Global Biodiversity Score (GBS) is a tool developed by CDC Biodiversité that helps businesses and financial institutions measure their impact on biodiversity. It provides a quantitative assessment, enabling users to integrate biodiversity considerations into decision-making and align with sustainability goals.

The Food Systems Dashboard is a comprehensive tool providing insights into global food systems. It offers data on food production, consumption, and nutrition, enabling users to analyse and compare food systems across countries. This tool supports informed decision-making for improving food security and sustainability.

This guide provides asset owners and investment managers with a structured approach to developing a biodiversity policy. It outlines the importance of addressing biodiversity loss, offers a five-step process for integrating biodiversity considerations into investment practices, and details key components of a comprehensive biodiversity policy, including governance, target setting, and risk management.

This report examines the potential of sustainable aviation fuels (SAFs) in reducing the environmental impact of aviation. It highlights various types of SAFs, their scalability, and the critical role of investors in supporting high-integrity fuels to achieve net-zero emissions in the aviation sector.