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Unstructured data and AI: Fine-tuning LLMs to enhance the investment process

CFA Institute
The report discusses the use of unstructured data and AI, particularly large language models (LLMs), in investment processes. It discusses the benefits of fine-tuning these models to improve investment strategies and includes a case study on using AI in ESG investing.
Research
27 April 2024

Can investors curb greenwashing?

This report analyses the phenomenon of greenwashing in companies due to investors' pro-environmental preferences and their penalties for exposing past environmental controversies. The study presents the optimal communication, abatement policies, and greenwashing strategies of corporations, highlighting how investment decisions can clamp down on this practice. Policymakers can make use of these tools to reduce greenwashing and promote environment-friendly policies.
Research
11 March 2024

Tackling child labor: A guide for financial institutions

Shift
This guide offers banks and financial institutions a framework to address child labour within their clients' operations and value chains. It emphasises enhancing due diligence, improving client engagement, and participating in multi-stakeholder initiatives to mitigate child labour risks.
Research
16 April 2024

Investor guidance on responsible contracting

Interfaith Center on Corporate Responsibility (ICCR)
This investor guidance examines the role of contracts in human rights and environmental due diligence (HREDD). It provides investors with tools to engage with companies on responsible contracting practices, aligning with international standards and evolving legislation.
Research
16 March 2024

Investing in nature: Opportunities for institutional investors

Green Finance Institute
This guide aims to assist institutional investors in navigating the evolving landscape of nature-based finance. It offers practical insights into various investment opportunities, showcasing case studies that exemplify best practices and innovative approaches in nature investments.
Research
22 May 2024

Energy transition risks and opportunities initiative's series

European Commission
Energy Transition Risk and Opportunities Initiative (ET Risk) provides finance professionals with tools to assess energy transition risks and opportunities. The project focuses on sustainable finance, ESG impacts, and climate change, helping users make informed investment decisions.
Benchmark/series

Outsized impact: How investment can address the systemic risk of LGBTQIA+ inequality?

Colorful Capital
This report examines the systemic inequity faced by the LGBTQIA+ community in the US, highlighting its significant economic consequences. It provides evidence of the positive link between LGBTQIA+ inclusion and financial performance, and outlines a framework for investors to advance LGBTQIA+ equity through system-level investing.
Research
4 June 2024

Do investors respond to mechanical changes in ESG ratings?

This study investigates whether investors react to changes in ESG ratings that are not linked to firms' actual ESG activities. Using the 2015 Refinitiv coverage expansion as a quasi-experimental setting, it finds that mechanical rating increases influence ESG fund selections, especially among resource-constrained active funds, leading to portfolio allocations not truly reflective of firms' ESG performance.
Research
22 May 2024

Biodiversity finance as a technology of power: Discourses of innovation and regulation in an Australian case study

This research paper merges innovation and regulation, commodifying nature through tradeable biodiversity units. This study explores how financialisation shapes conservation policies, highlighting tensions between market-driven solutions and regulatory frameworks, and the complex power dynamics involved in biodiversity finance.
Research
12 March 2024

Global survey of nature risk management at financial firms 2024: A discipline in its infancy

Global Association of Risk Professionals (GARP)
The survey highlights the nascent stage of nature risk management in financial institutions. It covers governance, strategy, risk management, metrics, scenario analysis, and disclosures. The survey reveals low maturity levels but underscores the importance of integrating nature risks into financial practices to enhance resilience and sustainability.
Research
26 March 2024

An introduction to responsible investment: Biodiversity for asset owners

Principles for Responsible Investment (PRI)
This introductory guide for asset owners explores the financial risks and opportunities associated with biodiversity loss. It explains the relevance of biodiversity to investment processes and outlines how asset owners can incorporate biodiversity considerations into their responsible investment policies, stewardship practices, and disclosures.
Research
9 April 2024

The Authenticity Advantage

future.focus
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.
Research
11 December 2023

Financial crimes and land conversion: Uncovering risk for financial institutions

World Wide Fund for Nature (World Wildlife Fund – WWF)
This report outlines the risks financial institutions face due to land conversion and related financial crimes. It emphasises the convergence of land conversion with crimes like money laundering and corruption, highlighting the need for robust due diligence and risk assessment. It introduces an Environmental Crimes Financial Toolkit to aid institutions in mitigating these risks.
Research
22 April 2024

Respecting Indigenous rights: An actionable due diligence toolkit for institutional investors

Amazon Watch
This toolkit offers practical guidance for investors to respect Indigenous rights. It covers understanding and incorporating these rights into investment policies, assessing and addressing impacts, and ensuring Free, Prior, and Informed Consent. This toolkit aims to mitigate risks and uphold international human rights standards.
Research
26 April 2023

Is CSRD working for financial institutions? A look into how CSRD is being rolled out across the financial sector

Nordic Sustainability
The Corporate Sustainability Reporting Directive (CSRD), an ambitious EU regulation, demands increased transparency from financial institutions (FIs). Challenges include lack of sector-specific guidance and data collection difficulties. Despite the focus on reporting, FIs must use CSRD strategically to align financing with sustainability goals and ensure long-term compliance.
Research
16 April 2024

Banking on climate chaos: Fossil fuel finance series

Rainforest Action Network
The "Banking on Climate Chaos" benchmark report examines global banks' financing of fossil fuel companies, highlighting trends and policy shifts impacting climate goals. This series offers critical insights into financial institutions' roles in supporting fossil fuel expansion and their climate commitments.

Benchmark/series
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