The method

Turning circular strategies into numbers companies can report

CS3 is the first operational, GHG-Protocol-aligned method for calculating the Scope 3 emissions of 30+ circular-economy strategies. It quantifies how each strategy raises or lowers reported emissions, separates the burden a strategy adds from the impact it avoids, and reports the result in alignment with SBTi and CSRD disclosure.

Bar chart comparing Scope 3 emissions for a business-as-usual baseline against three circular scenarios: +36.9%, −16.3%, and −6.4%. Add figures/fig5-scenarios.png
the scenario comparison bar chart (Fig. 5)
One baseline, three circular scenarios — one raises reported emissions while two lower them. The method shows trade-offs, not only good news.
Figure from Marini, Pigosso & McAloone (2026), Environmental Impact Assessment Review, CC BY 4.0.

How it was built

The method was developed at DTU from a systematic review of 70 studies and an assessment of 38 existing tools, then tested on a washing-machine case study and refined through workshops with thirteen scientific experts and engineers, and three manufacturing companies. It's peer-reviewed and published open-access.

Four-stage development framework: knowledge foundation and requirements, tool development, case study implementation, and stakeholder validation. Add figures/fig2-framework.png
the development framework (Fig. 2)
From literature review to validation with industry partners.
Figure from Marini, Pigosso & McAloone (2026), Environmental Impact Assessment Review, CC BY 4.0.

What makes it work

  • Maps 30+ circular strategies to the 15 Scope 3 categories, so each strategy only claims the reductions it can legitimately affect.
  • Resolves double-counting when strategies overlap, using a specificity-weighted attribution rule.
  • Shows trade-offs honestly by adopting a dual-vector approach that reports increases and decreases separately.
  • Can switch between the standard GHG-Protocol cut-off accounting method and the EU Circular Footprint Formula where material recovery is involved.
Three-stage tool workflow: frontend user interaction, backend processing and calculation, and outputs and visualisation. Add figures/fig4-workflow.png
the tool workflow (Fig. 4)
How the method runs end to end: inputs, calculation, disclosure-ready outputs.
Figure from Marini, Pigosso & McAloone (2026), Environmental Impact Assessment Review, CC BY 4.0.

The idea most tools miss

Some potentially good strategies — such as extending product life, offering remanufacturing services, or adding take-back systems — can increase reported emissions in the year they are adopted, because standard accounting captures the added burden from the new processes and logistics they require, but not the avoided replacement of the product. CS3 names this the “carbon investment,” and a refinement module quantifies the offsetting “carbon dividend” — so the long-term benefit of a strategy stays visible even when a single reporting year shows an increase. An effective and peer-reviewed formula was developed and industry-tested.

The research behind it

CS3 is the result of three peer-reviewed publications, each building on the last — from naming the problem, to mapping the approaches, to delivering an operational method. The second was recognised as a top-ten paper at NordDesign 2024.

2024 · Computers & Industrial Engineering

Naming the gap

How little of a company's circular-economy strategy is actually accounted for in its science-based carbon targets.

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Awarded · top-10 paper 2024 · NordDesign

Mapping the approaches

The methodological approaches for accounting for circular economy in support of science-based targets.

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2026 · Environmental Impact Assessment Review

Building the method — CS3

The operational, GHG-Protocol-aligned method that turns those approaches into numbers companies can report.

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Carbon, established Extending to Water · Material flows · Biodiversity In progress