Taxonomy reference
A shared vocabulary for navigating the collection. Resources can connect to more than one topic, pathway, lifecycle stage, or orientation.
Codebook 2.2.0-draft.1 · Download the codebook ↓
36 matching definitions
Pathway
How does a resource connect AI, data centers, and the environment?
Environmental footprint of AI · pathway:footprint
Environmental pressures from AI computing and infrastructure.
Include: Assign when the source explicitly concerns environmental pressures from AI computing and infrastructure.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: AI electricity consumption
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →AI for environmental action · pathway:action
Applications intended to understand, protect, restore, adapt, or decarbonize environmental systems.
Include: Assign when the source explicitly concerns applications intended to understand, protect, restore, adapt, or decarbonize environmental systems.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: AI weather forecasting
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Governance, justice, and political economy · pathway:governance
Rules, institutions, distributional effects, community impacts, labor, finance, and accountability.
Include: Assign when the source explicitly concerns rules, institutions, distributional effects, community impacts, labor, finance, and accountability.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Data center permitting
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Measurement and sustainable practice · pathway:practice
Methods to measure or reduce environmental impacts and improve computing practice.
Include: Assign when the source explicitly concerns methods to measure or reduce environmental impacts and improve computing practice.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Carbon-aware computing
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Data centers
Resources about the energy, water, infrastructure, materials, communities, and practices connected to data centers.
Browse matching resources →Topic
Which environmental systems, pressures, or related subjects?
Cross-cutting sustainability · topic:sustainability
Environmental sustainability or sustainable computing spanning multiple environmental systems, without assuming a specific impact.
Include: Assign when the source explicitly concerns environmental sustainability or sustainable computing spanning multiple environmental systems, without assuming a specific impact.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Broad environmental assessment of AI
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Governance and society · topic:governance
Governance, accountability, equity, finance, and social context relevant to the collection; not necessarily an environmental impact study.
Include: Assign when the source explicitly concerns governance, accountability, equity, finance, and social context relevant to the collection; not necessarily an environmental impact study.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: AI governance framework
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Research tools and geospatial methods · topic:methods
Supporting research, data, geospatial and analytical methods; inclusion does not establish an environmental application.
Include: Assign when the source explicitly concerns supporting research, data, geospatial and analytical methods; inclusion does not establish an environmental application.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Remote sensing data platform
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Education and skills · topic:education
Learning, workforce development, and professional skills supporting work across this field.
Include: Assign when the source explicitly concerns learning, workforce development, and professional skills supporting work across this field.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Sustainable computing course
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Energy and electricity · topic:energy
Electricity supply, demand, grids, fuels, and energy efficiency.
Include: Assign when the source explicitly concerns electricity supply, demand, grids, fuels, and energy efficiency.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Electricity demand
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Climate and greenhouse gases · topic:climate
Greenhouse gas emissions, carbon accounting, mitigation, and climate systems.
Include: Assign when the source explicitly concerns greenhouse gas emissions, carbon accounting, mitigation, and climate systems.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Carbon footprint
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Water · topic:water
Water withdrawal, consumption, quality, scarcity, and freshwater systems.
Include: Assign when the source explicitly concerns water withdrawal, consumption, quality, scarcity, and freshwater systems.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Cooling water
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Materials and critical minerals · topic:materials
Materials, mining, critical minerals, and supply chains for computing.
Include: Assign when the source explicitly concerns materials, mining, critical minerals, and supply chains for computing.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Semiconductor materials
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →E-waste and circularity · topic:circularity
Electronic waste, reuse, recycling, and circular resource flows.
Include: Assign when the source explicitly concerns electronic waste, reuse, recycling, and circular resource flows.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Hardware recycling
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Land use, heat, and noise · topic:land
Land conversion, siting, local heat, and noise effects.
Include: Assign when the source explicitly concerns land conversion, siting, local heat, and noise effects.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Data center land use
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Air pollution · topic:air
Air pollutants and associated exposure outside greenhouse gas accounting.
Include: Assign when the source explicitly concerns air pollutants and associated exposure outside greenhouse gas accounting.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Backup generator pollution
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Biodiversity and ecosystems · topic:biodiversity
Species, habitats, ecosystem function, and conservation.
Include: Assign when the source explicitly concerns species, habitats, ecosystem function, and conservation.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Wildlife monitoring
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Oceans and coasts · topic:oceans
Marine and coastal systems, sea levels, and ocean conservation.
Include: Assign when the source explicitly concerns marine and coastal systems, sea levels, and ocean conservation.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Coastal flooding
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Agriculture and food · topic:agriculture
Farming, food systems, soil, and agricultural resource use.
Include: Assign when the source explicitly concerns farming, food systems, soil, and agricultural resource use.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Crop forecasting
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Weather, hazards, and adaptation · topic:weather
Weather prediction, extreme events, hazards, resilience, and adaptation.
Include: Assign when the source explicitly concerns weather prediction, extreme events, hazards, resilience, and adaptation.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Extreme weather forecasts
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Built environment and infrastructure · topic:infrastructure
Buildings, cities, infrastructure, and their environmental performance.
Include: Assign when the source explicitly concerns buildings, cities, infrastructure, and their environmental performance.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Data center cooling
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Transport and logistics · topic:transport
Mobility, freight, transport, and logistics systems.
Include: Assign when the source explicitly concerns mobility, freight, transport, and logistics systems.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Route optimization
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Computing lifecycle
Where in the hardware and AI lifecycle?
Raw material extraction · lifecycle:extraction
Extraction and processing of raw materials used in computing.
Include: Assign when the source explicitly concerns extraction and processing of raw materials used in computing.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Mineral extraction
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Semiconductor and hardware manufacturing · lifecycle:manufacturing
Fabrication and assembly of chips, servers, and related hardware.
Include: Assign when the source explicitly concerns fabrication and assembly of chips, servers, and related hardware.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Chip fabrication
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Data-center siting and construction · lifecycle:construction
Planning, siting, permitting, and construction of data centers.
Include: Assign when the source explicitly concerns planning, siting, permitting, and construction of data centers.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Facility construction
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Model development and training · lifecycle:training
Model development, experimentation, training, and fine-tuning.
Include: Assign when the source explicitly concerns model development, experimentation, training, and fine-tuning.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Training energy
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Deployment and inference · lifecycle:inference
Serving and running models in production or on devices.
Include: Assign when the source explicitly concerns serving and running models in production or on devices.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Inference footprint
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Application and end use · lifecycle:application
Use of AI in environmental applications and services.
Include: Assign when the source explicitly concerns use of AI in environmental applications and services.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: AI habitat monitoring
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Hardware retirement and end of life · lifecycle:retirement
Retirement, reuse, recycling, and disposal of computing hardware.
Include: Assign when the source explicitly concerns retirement, reuse, recycling, and disposal of computing hardware.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Server retirement
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Orientation
What kind of claim, response, or learning resource?
Harm or risk · orientation:harm
Claims about adverse effects or potential harm.
Include: Assign when the source explicitly concerns claims about adverse effects or potential harm.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Water demand risk
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Benefit or opportunity · orientation:benefit
Claims about beneficial effects or opportunities.
Include: Assign when the source explicitly concerns claims about beneficial effects or opportunities.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Improved conservation
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Tradeoff or rebound effect · orientation:tradeoff
Interactions, competing outcomes, or induced demand.
Include: Assign when the source explicitly concerns interactions, competing outcomes, or induced demand.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Efficiency rebound
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Measurement or disclosure · orientation:measurement
Measurement, accounting, reporting, and transparency.
Include: Assign when the source explicitly concerns measurement, accounting, reporting, and transparency.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Emissions measurement
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Technical mitigation · orientation:mitigation
Technical interventions intended to reduce impacts.
Include: Assign when the source explicitly concerns technical interventions intended to reduce impacts.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Efficient inference
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Policy or governance response · orientation:policy
Institutional or policy interventions.
Include: Assign when the source explicitly concerns institutional or policy interventions.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Disclosure regulation
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Education or capacity building · orientation:education
Learning, training people, and building capacity.
Include: Assign when the source explicitly concerns learning, training people, and building capacity.
Exclude: Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.
Example: Sustainable AI course
Version: 2.2.0-draft.1. Automated keyword matching proposes labels; a human must check context.
Browse matching resources →Definitions and terminology
Resource
A single public listing in the collection.
Domain
A group of related environmental topics used for navigation.
Pathway
One of five ways to follow related resources, including the data center pathway.
Topic label
A searchable environmental label based on the available source information.
Unknown or unclassified
The available information did not supply or support a label.
Collection coverage
The number of records matching the selected view.
Source verification
A dated check of the original resource and its details.
Publication date
The date supplied for the original resource, when available.
