AlphaGlass is an interpretable machine-learning framework for characteristic-based portfolio construction that directly optimises the Sharpe ratio. Applied to U.S. equities from 2000 to 2021, it achieves a monthly out-of-sample Sharpe ratio of 0.47, outperforming random forests, neural networks, and EBM benchmarks, while providing transparent attribution to firm characteristics.

This Chatham House paper examines four trends — rising defence and dual-use investment, the growth of 'patriotic tech', the push for sovereign AI, and concerns over an AI valuation bubble — that could multipolarise the global AI race, and offers recommendations for private sector preparedness.

The DAX-AEX Futureproof Index Report is a benchmark series that ranks DAX and AEX-listed companies using an Integrated Value framework combining financial, social, and ecological value. It produces a Futureproofing Ratio to assess long-term corporate value creation and transition risk across sectors and economies.

This Shift briefing examines how financial institutions should approach human rights due diligence in relation to weapons and dual-use technologies. It identifies four key challenges, six anchors grounded in international humanitarian law, and six practical approaches to support responsible defence-related lending and investment decisions.

This report examines how institutional investors engage on climate policy and sets out guidance for best practice. Drawing on interviews with 70+ individuals and a survey of investors representing approximately USD 33 trillion in AUM, it calls for a shift from disclosure-focused engagement towards real economy policies, and identifies three field-building priorities.

The 2025 RDR Index Big Tech Edition ranks 14 major technology companies on governance, freedom of expression, and privacy. Microsoft leads overall with 50%, followed by Alphabet at 49% and Meta at 47%. Scores are also assessed across eight thematic lenses, including algorithmic transparency, security, and targeted advertising.

TIIP develops tools and advisory services for system-level investing, helping institutional investors manage systemic risks related to climate change and inequality.

ResilienceArc is an open-access platform assessing corporate exposure and resilience to physical climate risks by linking asset-level data.

This investor guide examines ocean-related risks and opportunities across nine ocean-dependent sectors. It outlines five key drivers of ocean degradation, introduces a seven-step portfolio assessment framework, and provides sector-specific engagement guidance for fisheries, aquaculture and maritime transportation.

This BreakFree Suisse research note examines Swiss institutional investors — including UBS, SNB, Zurich Insurance, and others — holding billions of dollars in US ICE contractors Palantir, AT&T, Geo Group, and CoreCivic. The report argues these investments conflict with the investors' stated human rights policies and ESG commitments.

Published by ICCR in April 2026, this report provides investor guidance on addressing excessive executive compensation. It outlines proxy voting guidelines, pay thresholds, and stewardship frameworks to help investors challenge the growing gap between CEO and worker pay, and promote greater accountability and long-term value creation.

This paper analyses over 4,700 private meetings between a large active asset manager and portfolio firms using proprietary data from Standard Life Investments (2007–2015). Meetings transmit soft information that influences analyst recommendations and fund manager trading, generating statistically significant abnormal returns and profitable trading decisions.

This resource provides an introductory overview of Sustainable and Responsible Investment (SRI) and ESG, explaining key concepts, motivations, terminology, market developments and investment strategies. It is designed to help newcomers understand how sustainability considerations are incorporated into investment practice and the broader sustainable investment industry.

Produced by IIGCC with support from AIGCC, IGCC, and Ceres, this report complements the NZIF Supplementary Guidance on Just Transition. It provides practical case studies and frameworks to help investors integrate social equity considerations into climate-aligned investment strategies across internal direction, asset alignment, and external engagement.

Carbon Market Watch presents a 10-point plan for improving the EU Emissions Trading System ahead of its upcoming revision. The report argues against weakening the cap, free allocation phase-out, or the Market Stability Reserve, and calls for expanded coverage of aviation, shipping, and biomass, alongside eliminating fossil fuel subsidies from ETS revenues.

The IEA Methane Tracker Data Tool provides interactive, country-level methane emissions data and enhanced policy tracking across the energy sector.