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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

The progress report: Climate risk reporting in the U.S. insurance sector series

Ceres
This benchmark series assesses the quality and comprehensiveness of climate risk reporting by U.S. insurance companies against the Task Force on Climate-related Financial Disclosures (TCFD) framework. It tracks industry-wide reporting practices, disclosure maturity, governance, strategy, risk management, and metrics over time to evaluate progress in climate-related financial risk disclosure.
Benchmark/series
20 May 2026

Trust, financial literacy, and financial behaviors: Shaping retirement security

National Bureau of Economic Research (NBER)
This NBER working paper examines how trust in financial institutions and government programmes, and financial literacy, shape retirement security for Americans aged 50+. Using 2020 Health and Retirement Study data, it finds trust in financial institutions supports retirement saving, while trust in government programmes reduces private saving, with notable racial disparities.
Research
7 May 2026

Investing in the arms race: The companies building nuclear weapons and their financiers

Impax Asset Management
This report analyses 25 companies producing nuclear weapons and their financial backers. Highlighting over $1 trillion in total investments and financing from 301 institutions, it urges the financial sector to use its leverage to reject nuclear armament and make choices that benefit global security and humanity.
Research
20 April 2026

From fragmentation to insight: Why data convergence matters for scaling impact

Global Impact Investing Network (GIIN)
This report examines the need for data convergence in impact investing to address fragmentation. It advocates adopting a structured, Theory of Change-based data model to standardise information across portfolios. Such a structure enhances interoperability, streamlines data management, and enables advanced analytics, ultimately improving decision-making and scaling impact effectively.
Research
24 April 2026

Beyond the illusion of innovative climate finance at scale in Africa: A market-informed blueprint for Kenya's just and resilient climate transition

University of Cambridge Institute for Sustainability Leadership (CISL)
This report examines why Kenya's climate finance gap persists despite strong institutions, renewable energy leadership and financial inclusion gains. It identifies seven flawed assumptions and recommends a nationally co-ordinated country investment platform to mobilise domestic capital, align incentives and deliver a just and resilient climate transition.
Research
18 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

Socially-minded investors and corporate behavior

European Corporate Governance Institute (ECGI)
This report examines whether socially-minded investors influence corporate behaviour through voting, managerial incentives, or identity investing. It concludes that existing channels offer limited impact and evaluates potential legal reforms, such as binding shareholder votes and mandatory disclosures, to better align corporate actions with these investors' preferences.
Research
30 April 2026

Cracking the code: Using nature data to understand the impact of the ASX200

Biodiversity Council
This report analyses the nature-related impacts of Australia's ASX200 companies. It finds that utilities, energy, and materials sectors exert the highest direct environmental pressures, whereas financials and retail sectors possess significant supply chain impacts. The report advocates for TNFD-aligned disclosures and proactive investor stewardship to mitigate systemic risks.
Research
27 May 2026

DBSA: Financial instrument design for an effective carbon market in South Africa

Climate Policy Initiative
The Development Bank of Southern Africa details two proposed financial instruments to support the domestic voluntary carbon market: a carbon credit-backed bond and a repurchase facility. These tools aim to mobilise private capital, address early-stage funding shortages, and improve liquidity for carbon reduction projects.
Research
29 April 2026

LP Scan

ImpactAlpha
ImpactAlpha’s LP Scan is a dealflow and market intelligence resource that tracks limited partner (LP) activity, fund allocations and investment trends across impact investing. It provides insights into institutional investors, capital flows and fundraising activity to help market participants identify opportunities and understand developments in sustainable and impact finance.
Online tool/database

ImpactAlpha Edge

ImpactAlpha
ImpactAlpha Edge is a tool used to track capital, LPs & GPs, and allocations.
Online tool/database

Advancing extreme event impact attribution: Attributing multi-hazard impacts of Hurricane Ida in south Louisiana to past, present, and future climates

This report examines the impacts of Hurricane Ida in south Louisiana, using a multi-hazard framework to attribute economic damages to historical and projected climate change. It finds that total damages were 19% higher in 2021 due to historical climate change and could be 76% higher by 2071.
Research
21 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

Finance for biodiversity data catalogue

Finance for Biodiversity Foundation
The FfB Biodiversity Data Catalogue is an online tool designed to help financial institutions navigate the nature-related data landscape.
Online tool/database
30 April 2026

U.S. billion-dollar weather and climate disasters database

Climate Central
Climate Central’s database tracks the most costly U.S. weather and climate disasters since 1980, providing data on events causing $1 billion in damage.
Online tool/database
22 October 2025
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