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Exiobase 3.9.6: Methodology

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Because EXIOBASE and Earthster utilize different naming taxonomies for environmental exchanges, we employ a specific mapping strategy to bridge the two systems. For the majority of substances, mapping occurs automatically when the chemical identity is identical. This is achieved through string matching supported by synonym reconciliation, such as mapping EXIOBASE’s CO2 to Earthster’s Carbon dioxide or CH4 to Methane. Where automated mapping is not possible, we apply the general assumptions described in the following sections.

Biogenic, land-use, and fossil carbon

By default, all Carbon dioxide, Methane, and Carbon monoxide exchanges in EXIOBASE are assumed to be of fossil origin. The following exceptions were mapped to biogenic or land-use contexts:

Exchanges in EXIOBASE

equivalent in Earthster

CO2 - waste - biogenic - air

Carbon dioxide, biogenic

CO2_bio - combustion - air

Carbon dioxide, biogenic

CO2 - agriculture - peat decay - air

Carbon dioxide, land use

CH4 - agriculture - air

Methane, land use

CO - non combustion - Chemical wood pulp…

Carbon monoxide, biogenic

Exchanges specified in units of CO2-equivalents

EXIOBASE reports Perfluorocarbons (PFC) and Hydrofluorocarbons (HFC) directly in CO2-equivalent units rather than mass units. Because GWP characterization factors vary by impact method, there is no single "correct" way to back-calculate the original mass for these generic categories.

To ensure Earthster results follow the EXIOBASE benchmarks as closely as possible, these flows are mapped directly to Carbon dioxide. While not chemically precise, this preserves the intended global warming impact assigned by the EXIOBASE team.

Land occupation

All EXIOBASE land-use flows represent land occupation (measured in area*time). These were mapped to the Land use flowable in Earthster, with the corresponding terrestrial contexts:

EXIOBASE land type

Equivalent Earthster Land use (resource/ground/…)

Artificial Surfaces

human-dominated/industrial

Cropland - cropped area (except paddy rice)

human-dominated/agricultural/annual crop

Cropland - cropped area - Paddy rice

human-dominated/agricultural/annual crop/flooded crop

Cropland - fallowed area

human-dominated/agricultural/cropland fallow (non-use)

Forest

terrestrial/forest

Perm. meadows & pastures - Cultivated

human-dominated/agricultural/pasture, man made/intensive

Perm. meadows & pastures - Nat. growing

terrestrial/grassland/livestock grazing

Permanent pastures - Grazing

human-dominated/agricultural/pasture, man made

Resource use - fossil fuels

In previous versions (e.g., EXIOBASE 3.8.2), fossil fuel extraction was reported as a single aggregate flow: Domestic extraction used - Fossil fuels - total. Because that category combined fuels with vastly different energy densities—from Lignite (14 MJ/kg) to Natural Gas (50 MJ/kg) — we previously utilized Coal, anthracite as a conservative representative proxy (32 MJ/kg).

The current version provides granular data for specific fuel types. We have updated our mappings to match these specific energy carriers. Exiobase does not have, however, instructions on how to assign energetic values to each fossil fuels, and therefore we used Earthster’s standard energy contents (HHV) for these:

EXIOBASE fossil fuel

Equivalent in Earthster

Energy content in earthster (HHV)

Domestic Extraction Used - Fossil Fuels - Anthracite

Coal, anthracite

32.5732899

Domestic Extraction Used - Fossil Fuels - Coking Coal

Coal, bituminous

27.2479564

Domestic Extraction Used - Fossil Fuels - Other Bituminous Coal

Coal, bituminous

27.2479564

Domestic Extraction Used - Fossil Fuels - Lignite (brown coal)

Coal, lignite

14.00560224

Domestic Extraction Used - Fossil Fuels - Other Sub-Bituminous Coal

Coal, sub-bituminous

24.3902439

Domestic Extraction Used - Fossil Fuels - Crude oil

Crude oil

45.24886878

Domestic Extraction Used - Fossil Fuels - Natural gas

Natural gas

38.46153846

Domestic Extraction Used - Fossil Fuels - Natural gas liquids

Natural gas

38.46153846

Domestic Extraction Used - Fossil Fuels - Peat

Peat

17.33102253

Resource use - minerals and metals

EXIOBASE often groups minerals and metals into categories that cover several substances. When a direct match was not possible, we mapped the flow to the representative mineral or metal in the group:

Exiobase mineral/metal

Flowable in earthster (representative of the group)

Domestic Extraction Used - Non-Metallic Minerals - Limestone

Limestone

Non-Metallic Minerals - Fertilizer minerals n.e.c.

Phosphate ore

Non-Metallic Minerals - Chalk

Chalk

Non-Metallic Minerals - Dolomite

Dolomite

Non-Metallic Minerals - Gypsum

Gypsum

Non-Metallic Minerals - Ornamental or building stone

Aggregate

Non-Metallic Minerals - Specialty clays

Clay

Non-Metallic Minerals - Structural clays

Clay

Non-Metallic Minerals - Industrial sand and gravel

Sand

Non-Metallic Minerals - Sand gravel and crushed rock for construction

Sand

Non-Metallic Minerals - Salt

Sodium chloride

Metal Ores - Bauxite and other aluminium ores - gross ore

Bauxite

Metal Ores - Uranium and thorium ores

Uranium

Non-Metallic Minerals - Building stones

Aggregate

For the following cases, we did not map the exchanges to an Earthster alternative as they cover too broad a range of possible minerals:

  • Domestic Extraction Used - Non-Metallic Minerals - Chemical minerals n.e.c.

  • Domestic Extraction Used - Metal Ores - Other metal ores

  • Domestic Extraction Used - Non-Metallic Minerals - Industrial minerals n.e.c

  • Domestic Extraction Used - Non-Metallic Minerals - Other non-metallic minerals n.e.c.

As for ores, we mapped to their "pure" metal equivalents using a conversion factor approach. Mapping to the pure substance and then applying a conversion factor (the concentration of the substance found in the ore) is the preferred solution when the exact concentration of a metal/mineral is known. We applied the average global ore concentration factors from EXIOBASE (available here):

Source mineral/ore

Flow in earthster (context: resource/ground)

Conversion factor (kg metal / kg ore)

Gold ores

Gold

0.000004

Silver ores

Silver

0.0003

Platinum-group metal ores

Platinum

0.000001

Lead ores

Lead

0.03716382

Copper ores

Copper

0.0720568269230769

Nickel ores

Nickel

0.025

Zinc ores

Zinc

0.053944196617647

Iron ores

Iron

0.46

Manganese ores

Manganese

0.3662

Titanium ores

Titanium

0.001

Chromium ores

Chromium

0.373

Resource extraction - fisheries, crops, forestry

All resource extraction related to fisheries, primary crops, crop residues and forestry were mapped to Biomass resource/ground.

Water: Consumption vs. Withdrawal

EXIOBASE distinguishes between water Withdrawal (the total volume of water taken from a source) and water Consumption (water not returned to the same source, such as through evaporation or product incorporation). In our implementation, we map EXIOBASE Water Consumption flows to the generic Earthster flowable Water (context: resource/water). This approach aligns with the assumptions of impact methods such as ReCiPe, EF3.1, ImpactWorld+, which prioritize the net balance of water removed from a watershed rather than the gross intake. Consequently, withdrawal-only flows are left unmapped to prevent double-counting and ensure that water scarcity and consumption results are not artificially inflated—a correction that is critical given that treating withdrawals as consumption can inflate results by a factor of over 400%.

Economical and energetic statistics

EXIOBASE contains many flows that track the movement of money or the total supply of energy carriers (e.g., "Energy Carrier Supply: Total").

Our Treatment: These are "Accounting Flows" used for economic balancing. Since they do not represent a direct physical emission or a resource being removed from nature, they are not mapped to environmental impacts.

Log of changes

2026-03-19 (release 3.9.6)

This release marks the migration to EXIOBASE 3.9.6, which introduces a more detailed inventory of environmental exchanges. The primary improvements result from Earthster’s mapping of these new, granular flows:

  • Expanded Fossil Fuel Inventory: EXIOBASE 3.9.6 replaces the single "Total Fossil Fuel" exchange with individual flows for Anthracite, Lignite, Natural Gas, Peat, and others. This allows Earthster to assign specific energy densities (HHV) to each fuel, providing a far more accurate representation of energy use than the previous aggregate proxy.

  • High-Resolution Land Occupation: Leveraging the new land-use categories in 3.9.6, we have introduced specific mappings for Paddy rice, Fallow land, and Intensive vs. Natural grazing. This eliminates the need for "generic agricultural" assumptions and improves biodiversity impact assessments.

  • New Metal & Mineral Flows: We have applied our concentration-factor methodology to newly granular flows in 3.9.6, including Titanium and Uranium, mapping them to their pure substance equivalents based on global average ore grades.

  • Updated units: Exiobase 3.9.6 is available in EUR2020 (default), EUR2022, and EUR 2025.

2026-03-13 (release 3.8.2_e002)

Version 3.8.2_e002 corrects many issues. The improvements are as follows:

  • Mineral Overhaul: We now map minerals to the pure substance instead of generic ores by applying data on average global ore concentrations.

  • Mass Conversions: We corrected an error where exchanges specified in kilotons (kt) were being converted to kilograms (kg) with the wrong conversion factor.

  • Unused Extractions: We unmapped "unused" flows (like mining overburden and harvest residues) to prevent them from being counted as useful economic resources.

  • Fossil Fuels: Impacts for this category now derive from Domestic extraction used - Fossil fuels rather than unused extractions.

  • Water Accounting: We refined our mapping to focus only on Water Consumption, removing "Withdrawals" to avoid double-counting.

  • Exact Proxies: We replaced approximate proxies with exact substance mappings for nitrogen oxides (NOx), particulate matter (PM10), and NMVOCs.

  • Greenhouse Gases: Gases reported in CO2-equivalent units (HFCs and PFCs) are now captured directly as CO2 to preserve their intended climate impact.

Land Use: More resolution for land exchanges: Fodder crops now mapped to human-dominated/agricultural/pasture, man made instead of the more We corrected conversion factors for land-use flows and integrated generic human-dominated/agricultural

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