(A) Materials

Accounts for:

- Production of raw materials (e.g. extraction for synthetic ones, growing vegetal or animal for natural ones)
- Pre-assembling of materials (e.g. extruding or molding plastics, weaving fabrics, tanning leather)

NB: the assembly of the materials into the final product is step (C).

On average, 54 % of the total emissions -> **included** in our model

Emissions of materials are estimated using the weight of the pair of shoes and the proportion of the 2 main components: the **upper** and the **outsole**.

We use

0.7 kg as the default weight value. This is a bit higher than the value from ADEME's BaseImpact model for fabric shoes (

0.6 kg) but better matches the first other values we could find (by our own measures or from LCA results shared by

Caval', one of our first partner brands (average weight is

0.68 kg).

NB: we still need to define a reference for weight measurements (e.g. "Size 39 (FR) Women").

The LCA results of

Caval, one of our first partner brands, measured that the upper represents on average

30 % of the weight of their shoes, and the outsole

55 %.

Though it may not be representative of all sneakers and brands, it is for now the most accurate data we found. We use this as default values when the exact weight of each component cannot be found.

The remaining unidentified materials are applied an average emission factor for shoe materials we calculated from ADEME BaseImpact LCA models.

(B) Assembling

Assembling the different materials and pre-assembled components of the product together into the final product.

On average, accounts for 29 % of the total emissions -> **included** in our model.

The average assembling process consumes 6 kWh. Multiplying it by the carbon intensity of the manufacturing country’s electricity gives us the carbon emissions of the assembling.

(C) Upstream transport

Accounts for:

- Transport of materials from the extraction or production site to the pre-assembling factory.
- Transport of the pre-assembled materials to the assembling factory.

On average, accounts for 2 % of the total emissions -> **not included** in our model.

(D) Distribution

Packaging and transporting the final product to the consumers.

On average, accounts for 11 % of the total emissions -> **included** in our model.

For now, we consider products manufactured in Asia make a long distribution trip, partly boat (87%, 18 000 km), partly airplane (13%, 12 000 km), since we assume our current audience reside mostly in Europe or USA. (NB: the distribution is based on ADEME BaseImpact shoe LCA model.)

- Boat: 18 000 km * ((0.7+0.2) / 1 000) t * 0.015 kgCO2eq/t.km = 0.243 kgCO2eq
- Airplane: 12 000 km * ((0.7+0.2) / 1 000) t * 0.60 kgCO2eq/t.km = 6.48 kgCO2eq
- Result: 13 % * 6.48 kgCO2eq + 87 % * 0.243 kgCO2eq = 1.05381 kgCO2eq

For products manufactured out of Asia, we consider they are produced closer to the consumer's market. We consider a 2 500 km truck trip on average. Using the same source for emission factors, the value we apply is:

2 500 km * ((0.7+0.2 kg) / 1 000 kg/t) * 0.06 kgCO2eq/t.km = 0.135 kgCO2eq

NB: the transported package weight is 0.7 + 0.2 kg, considering our average weight of 0.7 kg and a packaging weight of 0.2 kg.

(E) Use

On average, accounts for 0 % of the total emissions -> **not included** in our model.

(F) End of life

Accounts for collecting, sorting, recycling or other ways of disposal (e.g. incinerating).

On average, accounts for 4 % of the total emissions -> **included** in our model.

ADEME’s data regarding end of life solely applies to plastic. Since we target to evaluate a large array of materials and that each material has supposedly an end of life process, we chose to apply 1.4 kgCO2eq if the brand doesn't enforce any recycling practice and to apply 0.7 kgCO2eq when it does.

Sources

- ADEME. J.Lhotellier, E.Less, E.Bossanne, S.Pesnel. March 2018. LCA Modeling and Evaluation of Consumer Products and Goods (link)
- Lynette Cheah, Natalia Duque Ciceri, Elsa Olivetti, Seiko Matsumura, Dai Forterre, Richard Roth, Randolph Kirchain, Manufacturing-focused emissions reductions in footwear production, Journal of Cleaner Production, Volume 44, 2013 (link)

Known limitations

- Shoes contain more than 2 materials
- The energy consumed by the assembling process probably depends on the sophistication of the shoes.
- Embodied emissions from packaging are not taken into account.

Auditing the calculations

The source code used to compute product footprints is public and available as open-source: kansoapp/carbonfact-models.