Library | SDGs

GOAL 01: No Poverty

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Modeling ghost GDP: Macro-financial risk and diversified portfolios in the age of artificial intelligence, automation, and populism

The Predistribution Initiative
This PDI working paper stress-tests four AI-driven labour displacement scenarios against US macro-financial data, modelling cascading losses across household debt, corporate credit, equities, pensions, insurance, and fiscal channels. Total economy-wide value at risk ranges from approximately $15–18 trillion (Light) to $62–72 trillion (Aggressive). Predistributive mechanisms are proposed as structural solutions.
Research
8 June 2026

Child labour in Uganda: Trends and drivers, 2012–2021

International Labour Organisation (ILO)
This report analyses child labour trends in Uganda from 2012 to 2021, noting a decline in overall prevalence but highlighting persistent regional, gender, and age disparities. It examines underlying socio-economic drivers and outlines policy implications, recommending expanded social protection, educational access, and gender-responsive multisectoral interventions.
Research
1 May 2026

Built to adapt: Inclusive financial institutions in a changing climate

Consultative Group to Assist the Poor (CGAP)
This report explores how inclusive financial institutions can build climate resilience for themselves and their clients. It outlines strategies for risk assessment, innovative risk financing, and adapting product offerings. By adopting a mutually beneficial approach, providers can maintain their social mission while navigating intensifying climate impacts.
Research
24 April 2026

Sheltering from oil shocks: Measures to reduce impacts on households and businesses

International Energy Agency (IEA)
This International Energy Agency report outlines measures to reduce the impact of oil supply disruptions on households and businesses. It details short-term and structural strategies across road and air transport, industry, and cooking fuels to lower demand and shield vulnerable consumers from rising energy costs.
Research
20 March 2026

Employment and social trends: May 2026 update: Growing labour market risks of the Middle East crisis

International Labour Organisation (ILO)
This report analyses the global labour market risks of the Middle East crisis. It estimates significant potential declines in working hours and real labour incomes, highlighting heightened vulnerabilities in the Arab States and the Asia-Pacific region due to disrupted energy markets, supply chains, and transport routes.
Research
18 May 2026

Digitalisation and innovation: Opportunities and risks for financial health

Bank for International Settlements
This report examines the impact of digital innovation on financial health. It outlines opportunities in payments, credit, savings, and insurance, whilst highlighting emerging risks such as fraud, overindebtedness, and ill-suited investments. The authors propose policy responses to enhance regulatory frameworks and promote responsible digitalisation in financial services.
Research
28 April 2026

Cracking the credit code: Alternative data and AI for financial inclusion

Institute of Physics of Cantabria (IFCA)
This report explores how alternative data and artificial intelligence are redefining credit scoring to enhance financial inclusion for women and underserved borrowers. It analyses market trends, evaluates the risks of algorithmic bias, and provides actionable recommendations to scale responsible, inclusive credit access across emerging markets.
Research
5 May 2026

Pipe dreams: How oil and gas fail to deliver economic development in Africa

Oil Change International
This 2026 report analyses the economic impact of oil and gas extraction across 13 African nations. Finding that fossil fuels exacerbate poverty, vulnerability, and corruption rather than delivering sustained growth, it advocates for a rapid, just transition to decentralised renewable energy to ensure future economic stability and development.
Research
7 May 2026

Closing the rural Credit divide: Pathways to increase PRONAF access for smallholders

Climate Policy Initiative
This report analyses regional disparities in Brazilian smallholders' access to the PRONAF credit programme. Expanding technical assistance and co-operative membership are critical complementary policies to improve financial inclusion and climate resilience.
Research
8 April 2026

How poverty fell

National Bureau of Economic Research (NBER)
Global extreme poverty fell mainly within cohorts, with substantial household churn and varied exit pathways. Sector shifts, migration, occupation changes and women’s labour force participation contributed unevenly; most households exited poverty without these changes.
Research
29 April 2026

Joseph Rowntree Foundation (JRF)

Issue Focused NGOs & Think Tanks
Joseph Rowntree Foundation (JRF) is a UK-based social change charity focused on tackling poverty and inequality. Through research, policy analysis and collaboration, JRF produces evidence, reports and data on housing, work, social security and living standards to inform policy and drive action towards a UK without poverty.
Organisation
1 research item

UN SDG Portal

United Nations (UN)
The United Nations SDGs platform (sdgs.un.org) is an online hub for the 2030 Agenda and 17 Sustainable Development Goals, offering goals, targets, indicators, events, publications and global actions to track and support SDG implementation. It also includes registries of voluntary commitments and multi-stakeholder partnerships.
Online tool/database

The Other Half of the Transition: Why Livestock Deserves as Much Attention as Energy

This article highlights the major climate impact of livestock and explains why the absence of clear roadmaps, metrics, and financing strategies has left the sector far behind the energy transition. It proposes policy reforms, mitigation hierarchies, and justice-centered pathways to unlock effective and equitable change.
Article
8 December 2025

Financing Africa's low carbon green economy transition: Africa's climate finance needs

University of Cambridge Institute for Sustainability Leadership (CISL)
This report outlines how African states must spend at least US$2.5tn by 2030 to meet climate commitments. It shows that emission reduction makes up close to 80% of spending, with plans for adaptation to climate change costed at US$418 billion.
Research
24 January 2023

Sustainable development report interactive map

Sustainable Development Solutions Network (SDSN)
The Sustainable Development Report's interactive map evaluates the progress of all 193 UN Member States towards the 17 Sustainable Development Goals. Each country's performance is scored, with 100 indicating full achievement. Users can explore individual goals and assess transboundary impacts through the Spillover Index.
Online tool/database

Free Prior and Informed Consent: An indigenous peoples’ right and a good practice for local communities

Food and Agriculture Organization (FAO) of the United Nations
This manual explores the unique characteristics of indigenous food systems. It highlights their sustainability and resilience, particularly in the context of climate change, and underscores the importance of preserving and learning from these traditional practices.
Research
5 October 2016
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