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Investors' expectations on responsible artificial intelligence and data governance

Federated Hermes
This report outlines responsible AI and data governance principles and engagement framework for investors across multiple sectors. The six core principles aim to enhance machine learning, auditability, explainability, and transparency, while taking into account legal, regulatory, ethical, and reputational risks.
Research
25 April 2019

Dutch pension funds agreement on responsible investment

The Dutch Pension Funds Agreement on Responsible Investment outlines the policies and procedures needed for pension funds to prevent, mitigate, and remediate against negative social and environmental consequences of investments. The agreement promotes long-term shareholder engagement and encourages due diligence in outsourcing, reporting, and transparency.
Research
18 December 2018

Artificial intelligence: The public policy opportunity

Intel
The artificial intelligence (AI) opportunity is here, and it's transforming industry and society. Governments must create public policy environments that encourage AI innovation, while mitigating negative consequences. This report by Intel outlines several key recommendations necessary to realise the potential of AI and to prepare for this transformative technology.
Research
18 October 2017

How asset managers can set interim net zero targets that are fit for purpose: Responsible investment standards and expectations

ShareAction
This paper provides guidelines for asset managers to strengthen their interim net zero targets, help promote transparency, effective emissions reduction and promote responsible finance within a modern world faced with an ever-increasing problem of climate change and inequality.
Research
18 July 2023

Mobilising climate investment in emerging markets: Opportunities for Australian pension and superannuation funds

Asia Investor Group on Climate Change (AIGCC)
This report delves into the potential of pension funds in driving climate solutions in developing economies. Highlighting barriers like geopolitical risks and policy uncertainties, the report underscores collaboration, ESG standards, and internal expertise as pivotal for sustainable investments in these regions.
Research
28 April 2023

Recommendations of the Taskforce on Nature-related Financial Disclosures

Taskforce on Nature-related Financial Disclosures (TNFD)
This report aims to provide a unified approach to the disclosure of natural dependencies, impacts and risks for financial institutions and corporates. As the issue of natural loss and climate change continues to grow, a harmonised way of tackling these risks needs to be agreed to safeguard against material impacts.
Research
30 September 2023

How can businesses thrive in a sustainable economy?

How can businesses thrive while still respecting planetary boundaries and meeting the essential needs of all people? This report provides a framework for businesses to transition to sustainable models by addressing unsustainable characteristics and adopting regenerative and distributive practices. The report highlights examples of businesses implementing these strategies and provides a Sustainable Business Model Canvas for businesses and investors to assess alignment with a sustainable economy.
Research
22 February 2023

Applying economics – not gut feel – to ESG

This report advocates for the application of mainstream economics to evaluate environmental, social, and governance (ESG) issues for long-term financial and social returns. It identifies how conventional thinking around ten key ESG issues can be overturned when applying mainstream economics principles to provide better ESG insights.
Research
22 August 2023

Aggregate confusion: the divergence of ESG ratings

MIT Sloan School of Management
The research investigates the disagreement in Environmental, Social and Governance (ESG) ratings between rating providers. Three factors are identified: measurement divergence, scope divergence and weight divergence. The paper argues for a standardisation of ESG indicators and measurement procedures to reduce the discrepancy in ESG ratings.
Research
15 August 2019

Inter-agency Task Force on Financing for Development's financing for sustainable development reports

Inter-agency Task Force on Financing for Development
The "Financing for Sustainable Development" reports explores global financing challenges and opportunities to achieve the Sustainable Development Goals (SDGs). This benchmark report assesses current financial landscapes, identifies financing gaps, and provides actionable recommendations to mobilize resources and reform international financial frameworks, emphasising sustainable and inclusive development.
Benchmark/series

Taking the carbon out of credit: An integrated approach to removing climate emissions from lending

Climate Safe Lending Network
This report makes a complete case for banks and lending institutions to avoid further damaging of the climate. It provides both justification for why this is an important financial undertaking, and principles for how to go about and do it.
Research
20 July 2020

ESG and financial performance: Aggregated evidence from more than 2000 empirical studies

This study examines the positive relationship between ESG (environmental, social, and governance factors) and corporate financial performance, through examining over 2000 empirical studies; a strong business case is also seen across regions and asset classes. Findings show an expected alpha when embracing ESG in investment strategies.
Research
15 December 2015

Shifting perceptions: ESG, credit risk and ratings - part 3: From disconnects to action areas

Principles for Responsible Investment (PRI)
This is the third report from the Principles for Responsible Investment (PRI), delving into environmental, social and governance (ESG) risks for fixed income investors and credit rating agencies. This report includes a list of best-in-class practice to advance thinking and practice to incorporate ESG into debt investing.
Research
31 January 2019

Rating the raters: Evaluating how ESG rating agencies integrate sustainability principles

This report questions how environmental, social and corporate governance (ESG) criteria, used by ESG rating agencies in their assessment processes, have evolved over a ten year period. Additionally, they analyse whether ESG rating agencies are contributing to fostering sustainable development through the inclusion of sustainability principles in their assessment frameworks.
Research
11 February 2019

Moving toward gender balance in private equity and venture capital

International Finance Corporation
This report examines the gender gap in the private equity and venture capital industry, specifically in emerging markets. The correlation between gender balance and fund performance is explored. This report puts forward key actions to improve gender balance and examines the benefits of its improvement in leadership teams.
Research
22 March 2019

Private equity and value creation: A fund manager's guide to gender-smart investing

International Finance Corporation
This report examines the increase in adoption of gender-smart investing within the private equity industry by general partners (GPs) and limited partners (LPs). Lessons from over 160 fund managers have been utilised in this step-by-step guide to choosing gender-smart investment strategies, and putting policies into practice within firms and portfolios.
Research
16 November 2020
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