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Version: v2 beta

Environmental indicators

The methodology uses multiple environmental indicators. Greenhouse gas emissions matter, but cannot describe every digital impact. Mineral extraction, water use, manufacturing toxicity and abiotic resource depletion are dimensions that carbon alone does not capture.

Indicators used in the assessment​

Whatever the study object, results use environmental indicators. The nine-indicator selection is the D4B convention retained in this version.

The nine midpoint indicators are organized into four reading groups. These editorial groups are not an endpoint damage calculation:

An additional inventory flow supports interpretation: electricity consumption, in kWh.

Indicator table​

Midpoint indicatorAcronymUnitReading groupDefinition
Total climate changeGWPkg CO₂ eq.ClimateClimate-change potential from greenhouse gas emissions. These gases absorb infrared radiation emitted by the Earth's surface; increasing concentrations contribute to warming.
AcidificationAPmol H+ eq.EcosystemsPotential acidification of soil and surface water due to emissions such as nitrogen oxides, sulfur oxides, ammonia and hydrogen chloride.
Freshwater ecotoxicityCTUeCTUeEcosystemsPotential toxicity of emitted substances to freshwater ecosystems.
Human toxicity, non-cancerCTUh-ncCTUhHuman healthPotential non-carcinogenic harm from emitted toxic substances.
Human toxicity, cancerCTUh-cCTUhHuman healthPotential chronic carcinogenic effects from emitted substances.
Particulate matterPMDisease occurrenceHuman healthHealth effects associated with particulate emissions and exposure, including respiratory and cardiovascular harm.
Ionizing radiationIRkBq U235 eq. for EF; dataset-specific unitHuman healthPotential health effects of radioactive emissions.
Water useWUm³ eq.ResourcesPotential water deprivation after characterization, according to the factor's method. Distinct from physical consumption or withdrawal in unweighted m³.
Mineral resource depletionADPekg Sb eq.ResourcesPotential depletion associated with mineral and metal extraction, expressed in antimony equivalents.
Equation compatibility

Aggregation equations apply where compatible factors are available. Missing values are not zero. Index ii identifies the selected indicator; its unit UiU_i must match throughout the calculation.

Check units and characterization methods​

A common label does not establish compatibility. Each factor retains its characterization method and version. Physical water volume cannot be added to a characterized scarcity indicator. Likewise, an older component model's ADP is not automatically equivalent to another framework's ADPe.12

EF expresses ionizing radiation in kBq U235 eq.: equivalent activity, not mass.3 Some historical D4B labels use kg. These factors are not aggregated until their inventory and unit have been verified.

Electricity consumption in kWh differs from primary energy in MJ. Converting units (1 kWh = 3.6 MJ) does not transform final electricity consumption into primary energy demand.

Why carbon alone is insufficient​

Limitations of one indicator​

Digital technology involves issues beyond climate change:

Life cycle stageIssueRelevant indicators
Raw-material extractionMineral and metal depletionADPe
Semiconductor manufacturingWater and chemical useWU, CTUe
Intercontinental transportAir pollutant emissionsAP, PM
UseElectricity consumption and its generation mixGWP, IR, among others
End of lifeElectronic-waste toxicityCTUh-nc, CTUh-c

Illustration​

A smartphone manufactured in Southeast Asia and used in France could have:

  • GWP dominated by manufacturing and its electricity supply.
  • ADPe dominated by mineral extraction.
  • WU dominated by chip manufacturing.
  • IR dominated by use-phase electricity.

These are possibilities to test with an LCA, not universal distributions. Extending a device's life does not alter past extraction, but may avoid new manufacturing for an equivalent service. Comparisons must therefore state the replacement scenario, duration and transfers between indicators.

No automatic indicator hierarchy

The methodology does not rank indicators by importance. GWP is not inherently more important than ADPe. Each illuminates a different issue; joint interpretation supports informed analysis.

From midpoints to a single score​

Midpoint and endpoint approaches​

Midpoint indicators describe an environmental problem, such as climate change in kg CO₂ eq. Endpoint indicators estimate associated damages, such as healthy life years lost.4

The methodology retains midpoints as its reference to limit additional damage-model assumptions.

Single score​

The following score is a historical proposal, not validated for this version. Coefficients, reference year and compatibility with impact factors must be established before use. No aggregate score is calculated in the illustrations. These groupings are neither a complete PEF score nor endpoint damage models.5

SubscoreIndicatorsArea of protection
Climate changeGWPClimate
BiodiversityAP, CTUeEcosystem quality
Environmental healthCTUh-nc, CTUh-c, PM, IRHuman health
ResourcesWU, ADPeNatural resources

Normalization and weighting coefficients are described in the Technical appendices.

Using a single score

Reference reporting presents individual indicators, coverage and limitations. The historical biodiversity grouping does not directly measure biodiversity loss.

Indicators under review​

Additional indicators may be discussed when their environmental relevance is high but available data are not sufficiently consistent, or when reference methods do not yet support stable integration across use cases.

Biodiversity footprint and land use are topics under review, without being calculated systematically.

AWARE, short for Available WAter REmaining, is a water characterization method. It weights consumed volumes by the water remaining after human and ecosystem needs. The same m³ consumed can therefore have a different potential impact depending on the watershed and period.6

AWARE can be used to calculate WU. If an existing factor uses another method, its results are not directly added to AWARE results. The method and version remain explicit.

Calculation coverage​

The nine indicators define the framework. Inclusion in the framework does not guarantee a usable factor for every item.

Item or resultCurrent illustration coverageInterpretation of the result
Parametric equipment manufacturePartial GWP; other categories unassessed at assembly levelPartial climate result, with no conclusion about other indicators
CPU componentGWP and historical ADPe in the dedicated exampleComponent result only, not the complete equipment
ElectricityFactors depend on indicator, country and yearAddition only with compatible methods and units
Network or third-party service without a suitable factorKnown activity, unassessed impactPartial result while this impact remains missing
Direct waterSeparate physical volumePhysical volume, distinct from scarcity impact

Zero means a justified zero. Unassessed means data or a model are missing. A complete total requires coverage of the retained items for each indicator.

Reporting a partial result
Devices8kg CO₂e
Hosting12kg CO₂e
NetworkNot assessed
Known subtotal : 20 kg CO₂e

Fictitious example for the same period. The network still needs assessment; the complete total is unknown.

Mapping to the 2026 PCR​

D4B retains its nine indicators and reporting conventions. The June 2026 parent PCR presents sixteen EF categories. These are therefore not identical lists; available results must state covered categories and any exclusions.3

The seven additional categories are fossil resources, freshwater, marine and terrestrial eutrophication, photochemical ozone formation, ozone depletion and land use. Their absence from a D4B result does not mean zero impact.

An extension requires compatible inventories and factors, not a conversion from carbon. It would be a separate methodological change. The historical aggregate score remains unvalidated for this version and is not a complete EF score.

Assumptions and limitations​

  • Coverage differs between use cases. Some public factors are stronger for GWP than for other categories.
  • Electricity technology factors are largely European and may be extrapolated; see Energy consumption.
  • Some Base Empreinte equipment indicators, including WU, may be negative because of end-of-life modeling. Aggregation depends on the source conventions.
  • A single score must not hide transfers between categories.

Footnotes​

  1. digital4better/data: data/energy/*, data/factor/*, data/equipment/*. ADEME Base Empreinte multicriteria factors. Digital4Better data catalogue, snapshot 77cae4a. References and scope: Sources and corpus. ↩

  2. Digital4Better, digital4better/dataEvolving catalogue; pin a commit for reproducible factors. ↩

  3. ADEME, RCP services numériques, version 2, juin 2026, p. 23–25. ↩ ↩2

  4. RIVM, LCIA: the ReCiPe model, overview of midpoint and endpoint levels, updated 29 October 2024. ↩

  5. European Commission Product Environmental Footprint methodology See the documentary corpus. ↩

  6. WULCA, What is AWARE? and FAQ. Boulay et al., 2018, AWARE model. Documentation accessed 20 October 2026. ↩