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Handbook of artificial intelligence and big data applications in investments

CFA Institute
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.

Research
17 April 2023

Understanding the drivers of investment portfolio decarbonisation

United Nations Environment Programme Finance Initiative (UNEP FI)
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.
Research
11 December 2023

The role of commercial paper in the sustainable finance market

International Capital Market Association
This report explores the growing role of commercial paper (CP) in sustainable finance, focusing on its use in financing green and sustainable projects. It categorises CP into Use of Proceeds and Sustainability-Linked CP, discussing market data, feasibility, and challenges.
Research
8 October 2024

Sustainable finance in Asia: A comparative study of national taxonomies

Institute for Energy Economics and Financial Analysis (IEEFA)
This report compares national sustainable finance taxonomies in Asia, highlighting the variability in standards and approaches. It underscores the need for greater alignment with international frameworks to reduce inconsistencies, enhance clarity, and promote sustainable investments. Differences in fossil fuel treatment and transition finance provisions pose challenges to harmonisation and investor confidence.
Research
1 October 2024

Bioscience's annual state of the climate reports

This series offers an annual overview of climate trends, examining key indicators and events that impact the global environment. It provides insights into planetary vital signs, climate impacts, and extreme weather, making it an essential resource for finance professionals seeking to understand the implications of climate change on economic systems.
Benchmark/series

Nature-related litigation: Emerging trends and lessons learned from climate-related litigation

Central Banks and Supervisors Network for Greening the Financial System
This report explores emerging trends in nature-related litigation, focusing on biodiversity, deforestation, ocean degradation, and plastic pollution. It highlights the legal risks for the financial sector and calls for increased monitoring. Lessons from climate-related litigation are applied to nature protection strategies, impacting regulatory and corporate practices.
Research
3 July 2024

Climate-related litigation: recent trends and developments

Central Banks and Supervisors Network for Greening the Financial System
The report highlights the growing volume and diversity of climate-related litigation. It outlines legal trends targeting financial and non-financial institutions and governments, with significant implications for financial risks and reputational damage. The report emphasises the potential increase in litigation tied to climate disclosure laws, greenwashing, and corporate responsibilities.

Research
1 September 2023

How cheap talk in climate disclosures relates to climate initiatives, corporate emissions, and reputation risk

The report examines the relationship between corporate climate disclosures, cheap talk, and actual climate initiatives. It highlights how voluntary disclosures often suffer from superficiality, while targeted climate actions reduce cheap talk. Findings suggest cheap talk correlates with higher emissions and reputation risks, offering insights into the credibility of climate commitments.
Research
1 July 2024

Finternet: the financial system for the future

Bank for International Settlements
The report outlines a vision of interconnected financial ecosystems powered by digital innovation. By leveraging technologies like tokenisation and unified ledgers, it aims to create a user-centric, inclusive financial system that lowers costs, improves access, and increases efficiency globally.
Research
16 April 2024

The finfluencer appeal: Investing in the age of social media

CFA Institute
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.
Research
23 January 2024

No data, no deal? Impact measurement and capital flows to achieve climate-compatible growth

Smith School of Enterprise and the Environment (University of Oxford)
This report explores the challenges and importance of impact measurement and management (IMM) in directing capital to climate-friendly projects, particularly in emerging markets. Through investor interviews and case studies, it highlights the need for standardised IMM to enhance transparency, avoid 'impact-washing', and ensure equitable access to capital for underrepresented markets like Zambia.
Research
27 August 2024

UNEP's state of finance for nature series

United Nations Environment Programme
This series tracks global financial flows to nature-based solutions (NbS) and highlights the gaps between current investments and what is needed to address biodiversity loss, land degradation, and climate change. It examines both public and private sector funding, while also focusing on nature-negative financial flows.
Benchmark/series

Aligning corporate value chains to global climate goals

Science Based Targets Initiative (SBTi)
This discussion paper explores the importance of scope 3 emissions in corporate climate targets. It discusses challenges in current scope 3 target-setting practices, potential solutions, and strategies for decarbonising value chains. The report aims to enhance corporate climate action, aligning businesses with global climate goals while promoting stakeholder engagement for future standards.
Research
30 July 2024

Financing for sustainability: Asia-Pacific's ESG market opportunities

Action Exchange
The report examines the integration of ESG factors into mainstream finance in the Asia-Pacific region. It highlights challenges like greenwashing, regulatory uncertainty, and macroeconomic instability. It also outlines opportunities for sustainable finance growth, driven by data integrity, net-zero commitments, and evolving regulatory frameworks.

Research
8 May 2024

Combining AI and domain expertise to assess corporate climate transition disclosures

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.
Research
14 May 2024

Ulula

Commercial Organisations
Ulula offers innovative solutions for responsible supply chains and worker engagement. Their platform provides real-time data collection and analysis to help organisations monitor human rights risks and ensure ethical sourcing. Ulula enables businesses to drive transparency, reduce modern slavery risks, and meet global sustainability and compliance standards effectively.
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