✦ Scientific methodology

The science behind the CO₂e calculator

How a robust greenhouse-gas balance is derived from a transport relation: the normative foundations, the formulas used, the emission factors and the limits of the model – fully transparent.

1What does CO₂e mean?

CO₂e stands for „carbon dioxide equivalents“. Besides CO₂, other greenhouse gases – such as methane (CH₄) and nitrous oxide (N₂O) – also have a climate effect, but to different degrees. To make them comparable, each quantity is, via its Global warming potential (Global Warming Potential, GWP) converted to the climate impact of CO₂.

CO₂e = Σ ( mGas × GWPGas ) # Sum over all greenhouse gases, GWP over 100 years (IPCC)

The GWP values come from the IPCC assessment reports (usual: GWP100). By definition, CO₂ has GWP = 1; methane and nitrous oxide have a multiple of that. Thus a single CO₂e value bundles the entire climate impact of a transport.

2Normative framework

The calculation follows the logic of established international standards for transport emissions:

EN 16258

European standard for the calculation and declaration of energy consumption and greenhouse gases of transport services (freight & passengers).

GLEC Framework

Global Logistics Emissions Council (Smart Freight Centre): harmonized, practical method for logistics emissions – consistent with the GHG Protocol.

ISO 14083:2023

International standard for quantifying and reporting GHG emissions from transport chains – builds on EN 16258 and GLEC.

GHG Protocol

Corporate accounting: your own fleet counts as Scope 1, purchased transport as Scope 3 (cat. 4 & 9).

3System boundary: well-to-wheel

What matters is which part of the energy chain is accounted for. The standards distinguish three system boundaries:

Upstream chainWTTWell-to-Tank: extraction, refining, transport & provision of the energy carrier.
Driving operationTTWTank-to-Wheel: emissions from the actual combustion / use in the vehicle.
TotalWTW = WTT + TTWWell-to-Wheel: the complete balance. GLEC/EN 16258 recommend WTW as the guiding metric.

The calculator shows the Well-to-Wheel-value as the main result, because only it reflects the entire climate impact – including the fuel upstream chain. For diesel, the upstream chain (WTT) is typically on the order of 15–20 % of total emissions.

4The core formula: tonne-kilometres

The functional unit in freight transport is the Tonne-kilometer (tkm): one tonne of freight over one kilometer. Emissions result from transport performance × emission intensity:

E [kg CO₂e] = EF [g/tkm] × m [t] × d [km] ÷ 1000
# EF = emission factor per tonne-kilometre, m = payload, d = distance

The emission factor is additionally adjusted for the Utilization corrected (see section 5): the lower the utilization, the higher the emission per tonne-kilometer.

Calculation example: Diesel truck (62 g/tkm), 12 t payload, 780 km, utilization 85 %.
Adjusted factor = 62 ÷ 0,85 = 72,9 g/tkm → E = 72,9 × 12 × 780 ÷ 1000 ≈ 683 kg CO₂e.

The Premium analysis (CSV batch) calculates on a distance- and energy-based basis per shipment: E = total km × EF [kg/km] × utilization factor, including empty km, and then aggregates across the entire fleet.

5Utilization & empty runs

Emissions per tonne-kilometer depend heavily on how full the vehicle is running. A half-loaded truck causes nearly twice as much CO₂e per transported tonne as a full one. The calculator represents this via a Utilization factor from:

EFeff = EF ÷ utilization # e.g. 62 g/tkm ÷ 0,85 = 72,9 g/tkm

In the fleet analysis, utilization is derived from Weight (based on ~24 t payload) and loading meters (based on 13,6 loading meters) is estimated and combined in a weighted manner. In addition, Empty kilometers into the total distance – because the return trip without cargo also causes real emissions. The Empty-run rate (empty km ÷ total km) is thus one of the most important levers for reduction.

6Emission factors by transport mode

For each mode of transport, the calculator stores a representative standard emission factor (Well-to-Wheel, in g CO₂e per tonne-kilometer). The values are on the order of common EN 16258/GLEC defaults and serve for estimation and comparison:

Mode of transportg CO₂e / tkmContext
Diesel truck (long-haul)62Reference road freight transport
Truck HVO10014paraffinic fuel, WTW significantly reduced
Electric truck20strongly dependent on the electricity mix
Diesel van145small shipments, low payload
Rail18very efficient for larger quantities
Intermodal (Road+Rail)29combined transport
Short Sea21short sea transports
Air freight short-haul620very emission-intensive
Air freight long-haul510somewhat more efficient per tkm

HVO100 (hydrotreated vegetable oil) is modeled as a significantly lower-emission scenario. TTW emissions remain similar to diesel; the major advantage lies in the upstream chain (WTT), which is why HVO counts above all as a Well-to-Wheel argument.

7Distance determination

The distance is the second major lever – and it can be determined precisely. For this, the calculator uses a clear accuracy hierarchy: the better the data source, the more exact the result.

highest accuracyPrimary dataKilometers actually driven from telematics/GPS, tachograph or consignment note – the most accurate basis.
real & preciseRoad routingReal driving distance over the road network (OSRM/OpenStreetMap) including routing – reliable for accounting and comparison.
control onlyAs the crow fliesGreat-circle distance (Haversine) – lower bound and plausibility anchor, not for the actual accounting.

Road route (routing) – the authoritative distance

For the actual driving route, via a routing service (OSRM based on OpenStreetMap) the real road distance is along the road network calculated – not estimated, but the concrete path from A to B (for intermediate stops, as a chain of sub-routes). This is the distance used for the calculation.

Great-circle distance (geodesic) – for control only

Via the Haversine formula the great-circle distance is additionally calculated – the shortest possible distance on the globe. It does not flow into the balance, but serves as a plausibility check on the Detour factor:

Detour factor = dRoad ÷ dAs the crow flies # Values from approx. 1,05 to 1,60 are considered plausible

If the factor is significantly below (great-circle ≈ road) or above this, the calculator flags the result as conspicuous – a simple but effective data-quality check.

Can the distance be determined in detail and correctly? Yes. What is decisive is the real road distance from the routing, not the great-circle distance. For maximum accuracy, the kilometers actually driven (primary data from telematics/tachograph) – then the distance corresponds exactly to the route actually driven, including real detours, closures and delivery trips.

8Limits & data quality

Important note on significance. The calculator works with representative standard emission factors (default values). This is ideal for estimation, scenario comparison and raising awareness – does not replace, for a certified balance but not the use primary, energy-based data (actual fuel/electricity consumption per vehicle).

EN 16258 and the GLEC Framework prioritize a data hierarchy: primary consumption data > modeled, activity-based values > standard defaults. For robust customer and tender reports, switching to primary data is advisable – this is exactly where the Premium analysis comes in, by processing real shipment and cost data per tour.

9Scientific studies, standards & sources

The methodology is based on recognized standards, peer-reviewed studies and public emission-factor databases. All links open the respective original source.

Standards & frameworks

Scientific studies

Emission-factor databases

External links; the respective publishers are responsible for content and availability. Standards (ISO, CEN) are subject to a fee and are obtained through the publishers.