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GOAL 08: Decent Work and Economic Growth

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Safety by design: Model clauses for due diligence arrangements and funding agreements

eSafety Commissioner
This document provides model clauses for due diligence arrangements and funding agreements related to eSafety for startups. It includes pre-conditions for funding agreements, covering policies, staffing, training, and external communication. Additionally, the document urges startups to complete the eSafety assessment tool and implement safety by design measures.
Research
18 January 2021

Report of COMEST on robotics ethics

United Nations Educational, Scientific and Cultural Organization (UNESCO)
COMEST has released a report on robotics ethics which covers the history, development, and social impact of robots. It also offers recommendations for the ethical use of robotics.
Research
14 September 2017

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

Human rights risks in tech: Engaging and assessing human rights risks arising from technology company business models

Office of the United Nations High Commissioner for Human Rights
This tool outlines strategies for investors to assess technology companies’ responsibility to respect human rights. It includes questions addressing engagement on specific business model features that may create human rights risks and an evaluation framework to assess company responses.
Research
30 March 2023

Generative artificial intelligence in finance: Risk considerations

International Monetary Fund
Generative AI is a subset of AI/ML that creates new content. It offers enhancements to efficiency and customer experience, as well as advantages to risk management and compliance reporting. However, the deployment of GenAI in the financial sector requires the industry to recognise and mitigate the technology's risks comprehensively; financial institutions must strengthen their cybersecurity and regulatory oversight capacities.
Research
22 August 2023

Engaging the ICT sector on human rights: Privacy and data protection

Investor Alliance for Human Rights
This report provides sector-wide risk assessment on privacy and data protection in the Information and Communications Technology (ICT) industry. It includes international standards and salient issues to consider when engaging with ICT companies, the "business case" for privacy and data protection, and investor guidance for engaging ICT companies.
Research
6 March 2020

Engaging the ICT sector on human rights: Freedom of opinion and expression

Investor Alliance for Human Rights
This report assesses freedom of opinion (FOE) and expression risks in the ICT sector. It identifies negative impacts and provides guidance for companies and investors on how to respect and promote FOE.
Research
6 March 2020

Engaging the ICT sector on human rights: Discrimination

Investor Alliance for Human Rights
This report examines the risks of discrimination in the Information and Communication Technologies sector and its impact on human rights. It provides company guidance on eliminating discrimination and promoting inclusion, as well as investor guidelines for holding companies accountable.
Research
6 March 2020

Engaging the ICT sector on human rights: Conflict and security

Investor Alliance for Human Rights
This report provides an overview of the main human rights instruments and adverse impacts of the ICT sector in conflict-affected areas, emphasising its role in promoting security and other human rights while highlighting the potential risks of new technologies in this context. It also includes investor guidance to help evaluate if companies are meeting their human rights responsibilities.
Research
6 March 2020

Engaging the ICT sector on human rights: Child rights

Investor Alliance for Human Rights
This briefing explores the risks and opportunities Information and Communication Technologies (ICT) companies face in relation to children's rights. It highlights the importance of adhering to international standards and implementing internal policies and practices that prioritise the most severe impacts on children. Investors are encouraged to hold companies accountable.
Research
27 May 2022

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

Digital safety risk assessment in action: A framework and bank of case studies

World Economic Forum
This report contains a framework and case studies for digital safety risk assessment. The case studies cover topics such as trust and safety best practices, human rights due diligence, and child safety in gaming and immersive worlds.
Research
23 May 2023

Beyond explainability: A practical guide to managing risk in machine learning models

Future of Privacy Forum (FPF)
This report offers a comprehensive guide for effectively managing risk in machine learning models. It presents a framework that enables data science and compliance teams to create better, more accurate, and more compliant models. The report stresses the importance of understanding the data used by models and implementing three lines of defence to assess and ensure their safety.
Research
22 June 2018

AI policy principles

Information Technology Industry Council (ITI)
This report outlines the responsibility of industry and governments in promoting responsible development and use of artificial intelligence. The policy principles focus on the integration of principles into the design of AI technologies, investment in AI research and development, and collaboration through public-private partnerships.
Research
25 October 2017

Climate impacts at work: Supporting a climate ready workforce

RMIT University
Demonstrates empirical evidence of varied climate change impacts and their effects on workers and organisations across a range of industries, working mostly in Victoria. Workers are being affected in many compounding ways. With climate change impacts continuing to worsen, workers and industry must be supported to adapt to climate change.
Research
26 September 2022

Can ESG add alpha? An analysis of ESG tilt and momentum strategies

MSCI Inc.
This research explores the impact of environmental, social, and governance (ESG) factors on investment returns, focusing on ESG Tilt and ESG Momentum strategies. The study reveals that both strategies outperformed the global benchmark, providing empirical evidence that ESG factors can enhance portfolio performance.
Research
2 June 2015
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