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.

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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.

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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.

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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.

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Data centers

Resources about the energy, water, infrastructure, materials, communities, and practices connected to data centers.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.