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Pensions in the age of artificial intelligence

CFA Institute
The report explores how artificial intelligence (AI) and machine learning (ML) can address challenges in global pension systems. It highlights AI's potential to enhance governance, personalisation, fraud prevention, and investment strategies while emphasising ethical implementation and data privacy considerations to optimise retirement outcomes and ensure system sustainability.
Research
17 December 2024

Blockchain for sustainability: A systematic literature review for policy impact

The report reviews blockchain's role in sustainability, analysing 10,188 studies. It highlights blockchain's potential in supply chain management, energy systems, and IoT-based solutions like smart cities. However, gaps persist in aligning blockchain applications with global ESG regulations and carbon trading mechanisms. Recommendations aim to improve blockchain's utility in achieving net-zero goals.
Research
17 October 2023

Responsible investment and blockchain

Principles for Responsible Investment (PRI)
The report explores blockchain technology's relevance to responsible investment, highlighting its potential to enhance transparency, automate processes, and improve ESG data tracking. It discusses blockchain's implications for shareholder voting, decentralised systems, financial inclusivity, and sustainability. Practical challenges, including regulation, technical integration, and energy use, are also addressed. .
Research
17 April 2018

Developing responsible chatbots for financial services: A pattern-oriented responsible AI engineering approach

CSIRO
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.
Research
28 February 2023

Net Environmental Contribution (NEC) metric

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.
Online tool/database

Forest IQ

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.
Online tool/database

Land use finance impact hub 

United Nations Environment Programme
The hub hosts a collection of tools and guidance to help financial institutions harmonise environmental and social impact monitoring for sustainable land use finance.
Online tool/database

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

KnowTheChain's benchmark tool

Business and Human Rights Resource Centre
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.
Benchmark/series

Natural Capital Protocol

Capitals Coalition (CapsCo)
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.
Research
8 July 2016

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

In search of the true greenium

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.
Research
1 March 2024

Climate scorpion – the sting is in the tail: Introducing planetary solvency

Global Systems Institute (University of Exeter)
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.
Research
12 March 2024

The elephant in the room: Aligning global bonds markets with climate goals

2° Investing Initiative (2DII)
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.
Research
26 June 2018

Assessment of the six largest pesticide companies’ approaches to addressing biodiversity loss

ShareAction
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.
Benchmark/series
31 October 2023

Guidance and case studies for ESG integration: Equities and fixed income

Principles for Responsible Investment (PRI)
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.
Case studies
7 September 2018
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