Hybrid Life-Cycle Assessment
We combine high-resolution process data with multi-regional input-output tables for complete and scientifically rigorous environmental analyses. And we build the tools we need for it out in the open โ so that the next analysis starts where the last one ended.
From raw sources to results in an efficient and harmonized way
Every environmental assessment starts the same way: weeks spent making data from different worlds agree on what a sector, a product or even a kilogram means. Then the model gets built once, for that project, and dies with it. That is where our toolchain comes from: pieces that are useful on their own, but built to talk to each other.
- IO tables
- Unit processes
- Energy balances
- Emission factors
- Prices & deflators
- ...
- Footprinting & reporting Company carbon footprint, Scope 3, CSRD/ESRS, product LCA
- CBAM compliance The obligation calculated, explained and ready to hand over in minutes.
- Scenarios & strategy Policy and technology impact assessments, long-term targets and strategical industrial decisions.
- Training Tailored courses on CSRD, footprinting, compliance, supply chains and methods
the tools read data from the open API and publish results back into it
The limitation of traditional approaches
Life Cycle Assessment (LCA) is the most widely used tool for quantifying the environmental impacts of products and services. However, in its traditional formulation โ called process-based LCA โ it suffers from a methodological problem known as truncation error.
The problem arises from the need to "cut" system boundaries: in practice, only direct suppliers and at most a few upstream levels are considered. But real supply chains extend for dozens of levels, involving hundreds of sectors and countries. Everything outside the boundaries is simply ignored.
Scientific literature documents systematic underestimations, varying widely by product and impact category. That is the crux of it: how much the missing part weighs is unknown, because it is precisely what the system boundary decided not to look at.
Beyond the system boundary everything counts as zero: the upstream tiers exist, but never enter the sum.
The foreground stays measured on the real case; the MRIO closes the system over the entire global economy.
The hybrid approach
The solution to this problem is Hybrid LCA, which integrates two complementary types of data:
- Process data โ Detailed inventories for key value chain processes: energy consumption, materials, transport, waste. These data offer high spatial and temporal resolution, allowing to capture the specificities of the analysed system.
- Multi-regional input-output tables (MRIO) โ Matrices representing flows between all sectors of all countries. MRIO databases contain information on hundreds of sectors and regions, with environmental extensions that allow calculating emissions embodied in each transaction. These tables guarantee systemic completeness: no flow is truncated, because the system includes the entire global economy. Also, they are intrinsically internally consistent in terms of reference time scope, but they are limited in technological detail.
By combining both approaches, we get the best of both: the precision of process data where needed (processes under the client's direct control) and the completeness of MRIO tables for the rest of the supply chain.
Why we prefer physical flows
โฌ1 of steel
Flows between sectors are expressed in euros or dollars. But the price of a good does not necessarily reflect its environmental impact: a cheap component can be highly polluting, an expensive material may have a modest footprint. And the result moves with prices, exchange rates and inflation. And given the times we live in, these information may be very volatile and uncertain.
1 kg of steel
Kilograms of material, kilowatt-hours of energy, tonne-kilometres of transport. This reduces sensitivity to price fluctuations and improves estimate accuracy, especially for products with high material or energy content. That is why our reference dataset โ nxsut โ is a supply-use table in physical units, and unit conversions stay explicit and auditable inside nxbase.
Where every analysis starts
In practice we start from nxsut 3.0 โ our open, reproducible hybrid supply-use table, published on Zenodo and queryable as the first open tier of nxbase โ onto which we graft the primary and secondary data of the specific processes under study. The foreground is measured on the real case, while the hybrid background keeps the entire global supply chain complete. Electricity mixes (EMBER) and cross-border exchanges (ENTSO-E) are realigned to recent years, and the pipeline reads its inputs from nxbase's open API: anyone can rebuild and check the table.
- Base table
- EXIOBASE Hybrid v3.3.18physical multi-regional supply-use
- Reference years
- 2023 ยท 2024 ยท 2025
- Regions
- 4843 countries + 5 rest-of-world aggregates
- Activities ยท Commodities
- 188 ยท 197including 20+ steelmaking & hydrogen routes
- Electricity
- EMBER + ENTSO-Egeneration mixes and bilateral trade
- Licence
- CC BY-SA 4.0dataset on Zenodo, pipeline on GitHub
Scientific validation
The hybrid approach we adopt is well established in decades of academic research and supported by a broad body of peer-reviewed literature.
Perkins & Suh (2019) systematically analysed the implications of hybridisation on accuracy and precision, demonstrating that the hybrid approach significantly improves LCA estimate accuracy โ with average increases of 38% in greenhouse gas emissions after hybridisation โ without compromising statistical precision.
Hagenaars et al. (2025) conducted a systematic review of Hybrid LCA applications to sustainable transitions, confirming the methodological advantages and identifying best practices for integrating process and input-output data.
We hold our own results to the same standard: in our analysis on the carbon footprint of electricity we benchmark nxsut against the most authoritative sources available, numbers in hand.
What we deliver
This methodology supports a range of concrete applications:
- Organisation carbon footprint (GHG Protocol Corporate Standard) and product carbon footprint (ISO 14067) โ dedicated service
- Greenhouse gas inventories according to ISO 14064
- CSRD/ESRS sustainability reporting with complete and traceable Scope 3 data
- CBAM compliance: the obligation calculated, explained and documented with CBAManager
- Scenario analysis for decarbonisation strategies and science-based targets
- Supply chain impact assessment and supplier screening
Scientific publications
The methodologies we adopt are documented in peer-reviewed publications in international scientific journals. Our team actively contributes to academic research in life cycle assessment and circular economy.
Let's discuss your project
Contact us to understand how to apply this methodology to your specific case.
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