Global database of cement production assets and upstream suppliers – Nature

Read paper Key Takeaways The first globally comprehensive, open source, asset-level dataset of cement production facilities and likely supply sources has been published by the Spatial Finance Initiative. Cement industry emissions account for 7% of the world’s GHG budget, but obtaining reliable data on production facilities is a challenge. The SFI dataset meets this challenge, consolidating existing sources […]

Report: Location, Location, Location: Asset Location Data Sources for Nature-Related Financial Risk Analysis

The availability and state of nature and biodiversity, as well as the quality of ecosystem services, are inherently location specific. Financial institutions looking to assess nature-related financial risks, impacts and opportunities require location information of their counterparties. But this information is often perceived to be unavailable. This report provides an overview of different sources of asset location […]

Paper: Location, location, location: asset location data sources for nature-related financial risk analysis (2025)

1. Nature, the services it provides and the threats it is exposed to are inherently location-specific. Therefore, financial institutions will need to apply geospatial analysis to accurately assess nature-related financial risks. 2. As a minimum, this requires knowing where a counterparty’s operations or supply chains are located. Asset location information is often cited by financial […]

A Field-Level Asset Mapping Dataset for England’s Agricultural Sector

The agricultural sector is a major contributor to greenhouse gas emissions, yet the lack of asset-level farm data, including ownership, land use, and production, hinders effective transition finance and decarbonisation efforts. To address this gap, we developed an open-source farm-level dataset using natural language processing (NLP) and unsupervised learning, mapping farm names to spatial polygons […]

Stewardship and Engagement Leadership Programme

Oxford Sustainable Finance Group and ShareAction launch new Stewardship and Engagement Leadership Programme. The Oxford Sustainable Finance Group (OxSFG) at the University of Oxford will launch a new executive leadership course in 2024. The Stewardship and Engagement Leadership Programme will build the skills, knowledge and networks needed for better stewardship and engagement across the financial […]