The full breakdown
How the figure for Cotton fabric is built
Every stage the model passes through, with its number. Each table below divides the same headline figure a different way, and each one adds up to it exactly — the page checks, and refuses to show a table that does not.
Is something on this page wrong? Report it →
The headline
One item is one kilogram of cotton fabric. Scenario Conservative, using FIGARO 2023. Each figure is the middle result of 2,000 runs of the calculation, with the range that holds nine in ten of them beside it, and the grade that range earns.
Materials method — 1.7 × 10⁻⁹ per item(0.67–4.1 × 10⁻⁹)LOWS-CONS · run 2151 · methodology v0.1 · data dv-20261007-44r
Money method — 5.0 × 10⁻⁷ per €1,000 spent in its industry(3.3–7.5 × 10⁻⁷)MEDIUMS-CONS · run 2151 · methodology v0.1 · data dv-20261007-44r
Each step below is a middle estimate. The model works out a range for the whole figure, not for each step, so the range that applies to a step is the headline’s.
1 · What it is made of, and what each material carries
How much of each raw material is in one item, the deaths linked to each kilogram of it in this calculation, and the two multiplied together: its part of the headline figure.
| Material | Per item | Deaths per kg | Part of the figure | Share |
|---|---|---|---|---|
| Cotton | 0.0031 t | 5.5 × 10⁻¹⁰ | 1.7 × 10⁻⁹ | 100% |
| Total | 1.7 × 10⁻⁹ | = the headline figure, 1.7 × 10⁻⁹ | ||
2 · Where the harm was counted
The same headline, by the country where the harm the materials carry was counted.
| Country | Part of the figure | Share |
|---|---|---|
| Burkina Faso | 6.0 × 10⁻¹⁰ | 35% |
| Sudan | 3.3 × 10⁻¹⁰ | 19% |
| United States | 2.4 × 10⁻¹⁰ | 14% |
| Mexico | 1.9 × 10⁻¹⁰ | 11% |
| Mali | 9.3 × 10⁻¹¹ | 5.4% |
| Australia | 6.9 × 10⁻¹¹ | 4.1% |
| Syrian Arab Republic | 4.9 × 10⁻¹¹ | 2.9% |
| Turkiye | 4.4 × 10⁻¹¹ | 2.6% |
| Argentina | 1.7 × 10⁻¹¹ | 0.99% |
| Uzbekistan | 1.6 × 10⁻¹¹ | 0.93% |
| Turkmenistan | 1.5 × 10⁻¹¹ | 0.88% |
| Nigeria | 1.4 × 10⁻¹¹ | 0.82% |
| Afghanistan | 1.3 × 10⁻¹¹ | 0.74% |
| Congo, Dem. Rep. | 5.6 × 10⁻¹² | 0.33% |
| Spain | 5.0 × 10⁻¹² | 0.29% |
| Greece | 4.3 × 10⁻¹² | 0.25% |
| Colombia | 3.5 × 10⁻¹² | 0.20% |
| Azerbaijan | 2.4 × 10⁻¹² | 0.14% |
| Niger | 1.1 × 10⁻¹² | <0.1% |
| Israel | 9.1 × 10⁻¹³ | <0.1% |
| Thailand | 1.3 × 10⁻¹³ | <0.1% |
| Total | 1.7 × 10⁻⁹ | = the headline figure, 1.7 × 10⁻⁹ |
3 · Through which kind of harm
The same headline, by kind of harm: war, work, poverty, pollution.
| Kind of harm | Part of the figure | Share |
|---|---|---|
| Conflict and political violence | 1.3 × 10⁻⁹ | 76% |
| Work | 4.1 × 10⁻¹⁰ | 24% |
| Total | 1.7 × 10⁻⁹ | = the headline figure, 1.7 × 10⁻⁹ |
4 · Which wars
The war deaths in the headline, by war. Harm of any other kind is the row that names no war.
| War | Part of the figure | Share |
|---|---|---|
| Burkina Faso: Government | 5.0 × 10⁻¹⁰ | 29% |
| Not placed | 4.1 × 10⁻¹⁰ | 24% |
| Sudan: Government | 3.3 × 10⁻¹⁰ | 19% |
| Jalisco Cartel New Generation - Sinaloa Cartel | 1.9 × 10⁻¹⁰ | 11% |
| Burkina Faso: Islamic State | 1.0 × 10⁻¹⁰ | 6.0% |
| Mali: Government | 7.7 × 10⁻¹¹ | 4.5% |
| Syria: Government | 4.9 × 10⁻¹¹ | 2.9% |
| Mali: Islamic State | 1.6 × 10⁻¹¹ | 0.93% |
| Nigeria: Government | 1.4 × 10⁻¹¹ | 0.84% |
| Afghanistan: Government | 1.3 × 10⁻¹¹ | 0.74% |
| Government of Rwanda - Civilians | 4.0 × 10⁻¹² | 0.24% |
| DR Congo (Zaire): Government | 1.6 × 10⁻¹² | <0.1% |
| Colombia: Government | 1.4 × 10⁻¹² | <0.1% |
| Niger: Islamic State | 6.2 × 10⁻¹³ | <0.1% |
| Niger: Government | 1.2 × 10⁻¹³ | <0.1% |
| Total | 1.7 × 10⁻⁹ | = the headline figure, 1.7 × 10⁻⁹ |
5 · The money method: which industries
The figure per €1,000, by the industry where the harm happened, anywhere in the supply chain.
| Industry | Part of the figure | Share |
|---|---|---|
| Mining and quarrying | 2.3 × 10⁻⁷ | 47% |
| Crop and animal production, hunting and related service activities | 6.8 × 10⁻⁸ | 14% |
| Manufacture of textiles, wearing apparel, leather and related products | 5.2 × 10⁻⁸ | 10% |
| Land transport and transport via pipelines | 3.6 × 10⁻⁸ | 7.2% |
| Water transport | 2.2 × 10⁻⁸ | 4.5% |
| Manufacture of basic metals | 2.0 × 10⁻⁸ | 4.1% |
| Warehousing and support activities for transportation | 1.6 × 10⁻⁸ | 3.3% |
| Air transport | 1.1 × 10⁻⁸ | 2.2% |
| Wholesale trade, except of motor vehicles and motorcycles | 8.8 × 10⁻⁹ | 1.8% |
| Retail trade, except of motor vehicles and motorcycles | 3.9 × 10⁻⁹ | 0.79% |
| Manufacture of chemicals and chemical products | 3.4 × 10⁻⁹ | 0.68% |
| Postal and courier activities | 2.8 × 10⁻⁹ | 0.57% |
| Construction | 2.3 × 10⁻⁹ | 0.46% |
| Manufacture of coke and refined petroleum products | 1.8 × 10⁻⁹ | 0.37% |
| Water collection, treatment and supply | 1.7 × 10⁻⁹ | 0.33% |
| Electricity, gas, steam and air conditioning supply | 1.7 × 10⁻⁹ | 0.33% |
| Security and investigation, service and landscape, office administrative and support activities | 1.5 × 10⁻⁹ | 0.31% |
| Employment activities | 9.1 × 10⁻¹⁰ | 0.18% |
| Rental and leasing activities | 8.6 × 10⁻¹⁰ | 0.17% |
| Manufacture of food products; beverages and tobacco products | 8.4 × 10⁻¹⁰ | 0.17% |
| Manufacture of rubber and plastic products | 8.3 × 10⁻¹⁰ | 0.17% |
| Sewerage, waste management, remediation activities | 7.6 × 10⁻¹⁰ | 0.15% |
| Manufacture of paper and paper products | 6.5 × 10⁻¹⁰ | 0.13% |
| Wholesale and retail trade and repair of motor vehicles and motorcycles | 6.2 × 10⁻¹⁰ | 0.13% |
| Legal and accounting activities; activities of head offices; management consultancy activities | 5.3 × 10⁻¹⁰ | 0.11% |
| Manufacture of fabricated metal products, except machinery and equipment | 4.5 × 10⁻¹⁰ | <0.1% |
| Accommodation and food service activities | 4.0 × 10⁻¹⁰ | <0.1% |
| Forestry and logging | 3.9 × 10⁻¹⁰ | <0.1% |
| Manufacture of machinery and equipment n.e.c. | 2.9 × 10⁻¹⁰ | <0.1% |
| Repair and installation of machinery and equipment | 2.5 × 10⁻¹⁰ | <0.1% |
| Manufacture of other non-metallic mineral products | 2.5 × 10⁻¹⁰ | <0.1% |
| Manufacture of computer, electronic and optical products | 2.5 × 10⁻¹⁰ | <0.1% |
| Manufacture of electrical equipment | 2.0 × 10⁻¹⁰ | <0.1% |
| Real estate activities | 2.0 × 10⁻¹⁰ | <0.1% |
| Manufacture of motor vehicles, trailers and semi-trailers | 1.9 × 10⁻¹⁰ | <0.1% |
| Human health activities | 1.8 × 10⁻¹⁰ | <0.1% |
| Manufacture of furniture; other manufacturing | 1.8 × 10⁻¹⁰ | <0.1% |
| Advertising and market research | 1.7 × 10⁻¹⁰ | <0.1% |
| Architectural and engineering activities; technical testing and analysis | 1.6 × 10⁻¹⁰ | <0.1% |
| Travel agency, tour operator reservation service and related activities | 1.4 × 10⁻¹⁰ | <0.1% |
| Manufacture of wood and of products of wood and cork, except furniture; manufacture of articles of straw and plaiting materials | 1.4 × 10⁻¹⁰ | <0.1% |
| Public administration and defence; compulsory social security | 1.3 × 10⁻¹⁰ | <0.1% |
| Printing and reproduction of recorded media | 1.3 × 10⁻¹⁰ | <0.1% |
| Other professional, scientific and technical activities; veterinary activities | 1.1 × 10⁻¹⁰ | <0.1% |
| Computer programming, consultancy, and information service activities | 1.1 × 10⁻¹⁰ | <0.1% |
| Repair of computers and personal and household goods | 9.2 × 10⁻¹¹ | <0.1% |
| Manufacture of other transport equipment | 9.0 × 10⁻¹¹ | <0.1% |
| Fishing and aquaculture | 8.9 × 10⁻¹¹ | <0.1% |
| Other personal service activities | 8.7 × 10⁻¹¹ | <0.1% |
| Financial service activities, except insurance and pension funding | 8.7 × 10⁻¹¹ | <0.1% |
| Manufacture of basic pharmaceutical products and pharmaceutical preparations | 8.5 × 10⁻¹¹ | <0.1% |
| Activities of membership organisations | 7.5 × 10⁻¹¹ | <0.1% |
| Telecommunications | 4.9 × 10⁻¹¹ | <0.1% |
| Education | 3.8 × 10⁻¹¹ | <0.1% |
| Sports activities and amusement and recreation activities | 3.5 × 10⁻¹¹ | <0.1% |
| Creative, arts and entertainment activities; libraries, archives, museums and other cultural activities; gambling and betting activities | 3.2 × 10⁻¹¹ | <0.1% |
| Motion picture, video, television programme production; programming and broadcasting activities | 2.3 × 10⁻¹¹ | <0.1% |
| Activities auxiliary to financial services and insurance activities | 2.2 × 10⁻¹¹ | <0.1% |
| Insurance, reinsurance and pension funding, except compulsory social security | 2.2 × 10⁻¹¹ | <0.1% |
| Residential care activities and social work activities without accommodation | 1.9 × 10⁻¹¹ | <0.1% |
| Publishing activities | 1.8 × 10⁻¹¹ | <0.1% |
| Scientific research and development | 1.5 × 10⁻¹¹ | <0.1% |
| Activities of households as employers; undifferentiated goods- and services-producing activities of households for own use | 3.1 × 10⁻¹³ | <0.1% |
| Total | 5.0 × 10⁻⁷ | = the headline figure, 5.0 × 10⁻⁷ |
6 · The money method: which countries
The figure per €1,000, by the country of the industry where the harm happened.
| Country | Part of the figure | Share |
|---|---|---|
| Not placed | 4.1 × 10⁻⁷ | 83% |
| Turkiye | 4.2 × 10⁻⁸ | 8.5% |
| United States | 9.5 × 10⁻⁹ | 1.9% |
| Italy | 5.8 × 10⁻⁹ | 1.2% |
| Russian Federation | 5.8 × 10⁻⁹ | 1.2% |
| Mexico | 3.6 × 10⁻⁹ | 0.72% |
| France | 3.4 × 10⁻⁹ | 0.69% |
| Japan | 2.2 × 10⁻⁹ | 0.45% |
| Argentina | 1.9 × 10⁻⁹ | 0.38% |
| Spain | 1.8 × 10⁻⁹ | 0.36% |
| Portugal | 1.7 × 10⁻⁹ | 0.33% |
| Germany | 1.2 × 10⁻⁹ | 0.23% |
| Romania | 8.2 × 10⁻¹⁰ | 0.17% |
| Poland | 6.5 × 10⁻¹⁰ | 0.13% |
| Canada | 6.1 × 10⁻¹⁰ | 0.12% |
| Bulgaria | 5.9 × 10⁻¹⁰ | 0.12% |
| Australia | 5.8 × 10⁻¹⁰ | 0.12% |
| Austria | 3.2 × 10⁻¹⁰ | <0.1% |
| Czechia | 2.6 × 10⁻¹⁰ | <0.1% |
| Lithuania | 2.4 × 10⁻¹⁰ | <0.1% |
| Greece | 2.3 × 10⁻¹⁰ | <0.1% |
| Belgium | 2.0 × 10⁻¹⁰ | <0.1% |
| Hungary | 1.8 × 10⁻¹⁰ | <0.1% |
| Croatia | 1.8 × 10⁻¹⁰ | <0.1% |
| Switzerland | 1.4 × 10⁻¹⁰ | <0.1% |
| Netherlands | 1.3 × 10⁻¹⁰ | <0.1% |
| Latvia | 1.2 × 10⁻¹⁰ | <0.1% |
| Sweden | 1.2 × 10⁻¹⁰ | <0.1% |
| Denmark | 1.2 × 10⁻¹⁰ | <0.1% |
| Norway | 1.1 × 10⁻¹⁰ | <0.1% |
| Finland | 1.0 × 10⁻¹⁰ | <0.1% |
| Slovenia | 9.5 × 10⁻¹¹ | <0.1% |
| Ireland | 8.1 × 10⁻¹¹ | <0.1% |
| Slovak Republic | 8.0 × 10⁻¹¹ | <0.1% |
| Estonia | 4.3 × 10⁻¹¹ | <0.1% |
| Luxembourg | 4.2 × 10⁻¹¹ | <0.1% |
| Cyprus | 3.1 × 10⁻¹¹ | <0.1% |
| Malta | 6.8 × 10⁻¹² | <0.1% |
| Total | 5.0 × 10⁻⁷ | = the headline figure, 5.0 × 10⁻⁷ |
What this trail does not show
- Each table is a separate way of dividing the figure. “Cobalt accounts for 40%” and “one country accounts for 60%” are two views of one figure, not a path through it: the calculation stores the figure divided each way on its own, not every combination of them.
- A range belongs to the whole figure. A step’s number is only its middle estimate.
- Production phase only. Harm from using the product — driving the car, charging the phone — is not in this figure.
Sources behind this figure
- CEPII, BACI — Gaulier, G. and Zignago, S. (2010), BACI: International Trade Database at the Product-Level, CEPII Working Paper 2010-23. CEPII did not endorse these derived figures — HS92_V202601-20260130, retrieved 2026-09-29 from https://www.cepii.fr/DATA_DOWNLOAD/baci/data/BACI_HS92_V202601.zip. Licensed under Open Licence 2.0 (Licence Ouverte, Etalab) (https://www.etalab.gouv.fr/wp-content/uploads/2018/11/open-licence.pdf).
- Eurostat, Euro/ECU exchange rates - annual data (ert_bil_eur_a) — ert_bil_eur_a-USD-20261006, retrieved 2026-10-06 from https://ec.europa.eu/eurostat/api/dissemination/sdmx/2.1/data/ert_bil_eur_a/A.AVG.NAC.USD?format=SDMX-CSV&startPeriod=1995. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- Eurostat, European Commission — esaw-fatal-20260910, retrieved 2026-09-10 from https://ec.europa.eu/eurostat/api/dissemination/sdmx/2.1/data/hsw_n2_02?format=SDMX-CSV. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- Eurostat, European Commission — esaw-fatal-20261006, retrieved 2026-10-06 from https://ec.europa.eu/eurostat/api/dissemination/sdmx/2.1/data/hsw_n2_02?format=SDMX-CSV. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- Eurostat, European Commission — esaw-non_fatal-20260910, retrieved 2026-09-10 from https://ec.europa.eu/eurostat/api/dissemination/sdmx/2.1/data/hsw_n2_01?format=SDMX-CSV. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- Eurostat, European Commission — esaw-non_fatal-20261006, retrieved 2026-10-06 from https://ec.europa.eu/eurostat/api/dissemination/sdmx/2.1/data/hsw_n2_01?format=SDMX-CSV. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- Eurostat, FIGARO inter-country input-output tables — ii1-20260718, retrieved 2026-09-29 from https://ec.europa.eu/eurostat/api/dissemination/sdmx/2.1/data/naio_10_fcp_ii1?format=SDMX-CSV&compressed=true. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- Eurostat, FIGARO inter-country input-output tables — ii2-20260718, retrieved 2026-09-29 from https://ec.europa.eu/eurostat/api/dissemination/sdmx/2.1/data/naio_10_fcp_ii2?format=SDMX-CSV&compressed=true. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- Eurostat, FIGARO inter-country input-output tables — ii3-20260718, retrieved 2026-09-29 from https://ec.europa.eu/eurostat/api/dissemination/sdmx/2.1/data/naio_10_fcp_ii3?format=SDMX-CSV&compressed=true. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- Eurostat, FIGARO inter-country input-output tables — ii4-20260720, retrieved 2026-09-29 from https://ec.europa.eu/eurostat/api/dissemination/sdmx/2.1/data/naio_10_fcp_ii4?format=SDMX-CSV&compressed=true. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- FAO. AQUASTAT, FAO's Global Information System on Water and Agriculture: municipal water withdrawal. Licence: CC-BY-4.0. FAO endorsement of these derived figures is neither stated nor implied — ds-20260713, retrieved 2026-10-06 from https://api.data.apps.fao.org/api/v2/bigquery. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- FAO. Food and Agriculture Organization of the United Nations, FAOSTAT. Licence: CC-BY-4.0. FAO endorsement of these derived figures is neither stated nor implied — fo-20260109, retrieved 2026-09-29 from https://bulks-faostat.fao.org/production/Forestry_E_All_Data_(Normalized).zip. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- FAO. Food and Agriculture Organization of the United Nations, FAOSTAT. Licence: CC-BY-4.0. FAO endorsement of these derived figures is neither stated nor implied — qcl-20251231, retrieved 2026-09-29 from https://bulks-faostat.fao.org/production/Production_Crops_Livestock_E_All_Data_(Normalized).zip. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- FAO. Food and Agriculture Organization of the United Nations, FAOSTAT. Licence: CC-BY-4.0. FAO endorsement of these derived figures is neither stated nor implied — rfb-20260730, retrieved 2026-09-29 from https://bulks-faostat.fao.org/production/Inputs_FertilizersProduct_E_All_Data_(Normalized).zip. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- FAO. Food and Agriculture Organization of the United Nations, FAOSTAT. Licence: CC-BY-4.0. FAO endorsement of these derived figures is neither stated nor implied — rl-20261002, retrieved 2026-10-06 from https://bulks-faostat.fao.org/production/Inputs_LandUse_E_All_Data_(Normalized).zip. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- Information from the Stockholm International Peace Research Institute (SIPRI) — arms-register-1950-2025, retrieved 2026-09-29 from https://atbackend.sipri.org/api/p/trades/trade-register-csv/. Used under SIPRI terms and conditions — fair-use policy; see https://www.sipri.org/about/terms-and-conditions.
- Information from the Stockholm International Peace Research Institute (SIPRI) — milex-1949-2025-v1.2, retrieved 2026-09-29 from https://www.sipri.org/sites/default/files/SIPRI-Milex-data-1949-2025_v1.2.xlsx. Used under SIPRI terms and conditions — fair-use policy; see https://www.sipri.org/about/terms-and-conditions.
- International Labour Organization, ILOSTAT. The ILO did not prepare, review or endorse these derived figures; responsibility for them rests solely with Quiescence — emp-20261006, retrieved 2026-10-06 from https://sdmx.ilo.org/rest/data/ILO,DF_EMP_TEMP_SEX_ECO_NB,1.0/.A..SEX_T.. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- International Labour Organization, ILOSTAT. The ILO did not prepare, review or endorse these derived figures; responsibility for them rests solely with Quiescence — emp-20261007, retrieved 2026-10-06 from https://sdmx.ilo.org/rest/data/ILO,DF_EMP_TEMP_SEX_ECO_NB,1.0/.A..SEX_T.. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- International Labour Organization, ILOSTAT. The ILO did not prepare, review or endorse these derived figures; responsibility for them rests solely with Quiescence — fatal-20261006, retrieved 2026-10-06 from https://sdmx.ilo.org/rest/data/ILO,DF_INJ_FATL_ECO_NB,1.0/all. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- International Labour Organization, ILOSTAT. The ILO did not prepare, review or endorse these derived figures; responsibility for them rests solely with Quiescence — non_fatal-20261006, retrieved 2026-10-06 from https://sdmx.ilo.org/rest/data/ILO,DF_INJ_NFTL_ECO_NB,1.0/all. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- OECD. (2025) OECD Inter-Country Input-Output Tables, https://oe.cd/icio — 1995-2000_SML-20260112, retrieved 2026-09-22 from https://webfs-sti.oecd.org/files/STI-PIE/ICIO/2025/1995-2000_SML.zip. Used under OECD Terms and Conditions — section 3, Data; see https://www.oecd.org/en/about/terms-conditions.html.
- OECD. (2025) OECD Inter-Country Input-Output Tables, https://oe.cd/icio — 2001-2005_SML-20260112, retrieved 2026-09-22 from https://webfs-sti.oecd.org/files/STI-PIE/ICIO/2025/2001-2005_SML.zip. Used under OECD Terms and Conditions — section 3, Data; see https://www.oecd.org/en/about/terms-conditions.html.
- OECD. (2025) OECD Inter-Country Input-Output Tables, https://oe.cd/icio — 2006-2010_SML-20260112, retrieved 2026-09-22 from https://webfs-sti.oecd.org/files/STI-PIE/ICIO/2025/2006-2010_SML.zip. Used under OECD Terms and Conditions — section 3, Data; see https://www.oecd.org/en/about/terms-conditions.html.
- OECD. (2025) OECD Inter-Country Input-Output Tables, https://oe.cd/icio — 2011-2015_SML-20260112, retrieved 2026-09-22 from https://webfs-sti.oecd.org/files/STI-PIE/ICIO/2025/2011-2015_SML.zip. Used under OECD Terms and Conditions — section 3, Data; see https://www.oecd.org/en/about/terms-conditions.html.
- OECD. (2025) OECD Inter-Country Input-Output Tables, https://oe.cd/icio — 2016-2022_SML-20260112, retrieved 2026-09-22 from https://webfs-sti.oecd.org/files/STI-PIE/ICIO/2025/2016-2022_SML.zip. Used under OECD Terms and Conditions — section 3, Data; see https://www.oecd.org/en/about/terms-conditions.html.
- Source: U.S. Energy Information Administration, International Energy Statistics — intl-20261003, retrieved 2026-10-06 from https://www.eia.gov/opendata/bulk/INTL.zip. Used under U.S. Government work — public domain (EIA Copyrights and Reuse); see https://www.eia.gov/about/copyrights_reuse.php.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2012-PDF, retrieved 2026-10-06 from https://d9-wret.s3.us-west-2.amazonaws.com/assets/palladium/production/mineral-pubs/mcs/mcs2012.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2013-PDF, retrieved 2026-10-06 from https://d9-wret.s3.us-west-2.amazonaws.com/assets/palladium/production/mineral-pubs/mcs/mcs2013.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2014-PDF, retrieved 2026-10-06 from https://d9-wret.s3.us-west-2.amazonaws.com/assets/palladium/production/mineral-pubs/mcs/mcs2014.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2015-PDF, retrieved 2026-10-06 from https://d9-wret.s3.us-west-2.amazonaws.com/assets/palladium/production/mineral-pubs/mcs/mcs2015.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2016-PDF, retrieved 2026-10-06 from https://d9-wret.s3.us-west-2.amazonaws.com/assets/palladium/production/mineral-pubs/mcs/mcs2016.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2017-PDF, retrieved 2026-10-06 from https://d9-wret.s3.us-west-2.amazonaws.com/assets/palladium/production/mineral-pubs/mcs/mcs2017.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2018-PDF, retrieved 2026-10-06 from https://d9-wret.s3.us-west-2.amazonaws.com/assets/palladium/production/mineral-pubs/mcs/mcs2018.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2019-PDF, retrieved 2026-10-06 from https://d9-wret.s3.us-west-2.amazonaws.com/assets/palladium/production/atoms/files/mcs2019_all.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2020-PDF, retrieved 2026-10-06 from https://pubs.usgs.gov/periodicals/mcs2020/mcs2020.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2021-PDF, retrieved 2026-10-06 from https://pubs.usgs.gov/periodicals/mcs2021/mcs2021.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2022-PDF, retrieved 2026-10-06 from https://pubs.usgs.gov/periodicals/mcs2022/mcs2022.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2023-PDF, retrieved 2026-10-06 from https://pubs.usgs.gov/periodicals/mcs2023/mcs2023.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2024-PDF, retrieved 2026-10-06 from https://pubs.usgs.gov/periodicals/mcs2024/mcs2024.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2025-PDF, retrieved 2026-10-06 from https://pubs.usgs.gov/periodicals/mcs2025/mcs2025.pdf. Used under U.S. Government work — public domain (USGS Copyrights and Credits); see https://www.usgs.gov/information-policies-and-instructions/copyrights-and-credits.
- U.S. Geological Survey, National Minerals Information Center, Mineral Commodity Summaries — MCS2026-20260206, retrieved 2026-09-29 from https://www.sciencebase.gov/catalog/file/get/69837e43b66b01367d7ec7c7?f=__disk__d3%2Fac%2F84%2Fd3ac8466552946c5e8caa2c2c6338d9e1aff655d. Licensed under Creative Commons Zero v1.0 Universal (public domain dedication) (https://creativecommons.org/publicdomain/zero/1.0/).
- Uppsala Conflict Data Program (UCDP), Uppsala University — Davies, Pettersson and Oberg, "Organized violence 1989-2025, and violent political protests", Journal of Peace Research (2026), doi:10.1093/jopres/xjag046 — ged-v26.1, retrieved 2026-09-10 from https://ucdp.uu.se/downloads/ged/ged261-csv.zip. Licensed under Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/). Data modified by HumanToll.
- World Health Organization, Global Health Estimates. WHO did not prepare, review or endorse these derived figures — wsh_10-20261006, retrieved 2026-10-06 from https://ghoapi.azureedge.net/api/WSH_10. Licensed under Creative Commons Attribution-NonCommercial-ShareAlike 3.0 IGO (https://creativecommons.org/licenses/by-nc-sa/3.0/igo/). Data modified by HumanToll.
HumanToll 2026, run 2151, methodology v0.1. https://quiescence.eu/humantoll/explain/cotton-fabric/