Two directions on one page: the harm recorded where people live and work here, and the supply chains that connect this country to harm recorded somewhere else.
This page shows recorded deaths, production, and shares traced through trade. It does not show the death toll behind what this country uses. That number is calculated, and stays unpublished until it has a range and the model has passed its test on past years.
Harm counted here, in the products the model covers
Each product whose supply chain counts deaths in Singapore, with its deaths per item and the part of that figure counted here — the other side of the story: harm suffered here, in things mostly bought elsewhere.
Scenario Economic-embedded, using FIGARO 2023.
Harm counted here, in the products the model covers
1.5 × 10⁻⁷per item(0.61–3.5 × 10⁻⁷)LOWS-MAX · run 2259 · methodology v1.0 · data dv-20261007-44r
The figure is the product’s own, with its range. The share beside it is a middle estimate only: the calculation stores a range for each figure, not for each part of one.
Recorded here
Deaths recorded for this country, as their publishers counted them: war deaths from the Uppsala Conflict Data Program (UCDP), and deaths at work reported to the International Labour Organization. Both are records, and both are floors, not estimates of the whole. A war death is recorded where it happened, whoever died.
The latest year on record for each material, and this country’s share of the production on record for that year. That is not always a share of the world total: when a publisher lumps small producers together as “other countries”, that group is not a country and is not loaded.
What it produces
Material
Produced
Share of recorded production
Quality
Natural rubber (1983)
8 t
0.0%
reported
Sugar (1990)
50 t
0.0%
estimated
Livestock (2024)
52,514 t
0.0%
gap filled
Tobacco (unmanufactured) (1996)
2 t
0.0%
estimated
Wood charcoal (2024)
4,295 t
0.0%
estimated
Agricultural land (2024)
660 ha
0.0%
gap filled
Forest (2025)
15,800 ha
0.0%
external
Fresh water (2023)
198,207,148 m3
0.0%
gap filled
Where what it consumes is produced
For each material, how much of what this country uses was produced in each country. It is traced through trade, so a country that only passes a material on is not counted as its source: it hands on the mix it imported. The largest sources are listed and the rest added together.
Crude petroleum — 2024, by value
Produced in
Share
War recorded
United Arab Emirates
26.0%
—
United States
19.4%
—
Qatar
11.4%
—
Saudi Arabia
9.3%
—
Brazil
6.3%
yes
Canada
6.3%
—
All other countries
21.4%
Natural gas — 2024, by value
Produced in
Share
War recorded
Indonesia
20.0%
yes
Australia
19.2%
—
Malaysia
18.3%
—
Qatar
12.7%
—
Mozambique
12.3%
yes
United States
9.5%
—
All other countries
8.0%
Coal and lignite — 2024, by value
Produced in
Share
War recorded
Indonesia
55.8%
yes
Australia
20.4%
—
South Africa
14.5%
yes
United States
7.2%
—
China
0.8%
—
Viet Nam
0.6%
—
All other countries
0.8%
Cobalt — 2024, by value
Produced in
Share
War recorded
Congo, Dem. Rep.
39.2%
yes
Madagascar
23.2%
—
Canada
14.5%
—
Australia
11.2%
—
Indonesia
6.5%
yes
Turkiye
2.1%
yes
All other countries
3.2%
Copper — 2024, by value
Produced in
Share
War recorded
Chile
33.6%
—
Zambia
27.5%
—
Peru
12.3%
—
Kazakhstan
9.2%
—
Australia
4.9%
—
Congo, Dem. Rep.
3.8%
yes
All other countries
8.7%
Lithium — 2022, by value
Produced in
Share
War recorded
Chile
47.8%
—
Australia
28.1%
—
China
15.3%
—
Argentina
6.3%
yes
Zimbabwe
1.0%
—
Brazil
0.8%
yes
All other countries
0.7%
Nickel — 2024, by value
Produced in
Share
War recorded
Indonesia
44.6%
yes
China
17.8%
—
Philippines
14.8%
yes
Russian Federation
10.8%
yes
Australia
4.9%
—
Canada
4.1%
—
All other countries
3.0%
Gold — 2024, by value
Produced in
Share
War recorded
Australia
27.4%
—
United States
13.3%
—
Canada
13.2%
—
Russian Federation
8.3%
yes
Indonesia
6.7%
yes
Mexico
6.2%
yes
All other countries
25.0%
Tin — 2024, by value
Produced in
Share
War recorded
Indonesia
85.6%
yes
China
6.1%
—
Rwanda
3.2%
yes
Congo, Dem. Rep.
1.8%
yes
Australia
1.0%
—
Malaysia
0.8%
—
All other countries
1.4%
Tantalum — 2024, by value
Produced in
Share
War recorded
Rwanda
21.1%
yes
Nigeria
20.7%
yes
Brazil
19.6%
yes
Congo, Dem. Rep.
18.4%
yes
Australia
8.3%
—
China
4.0%
—
All other countries
8.0%
Tungsten — 2024, by value
Produced in
Share
War recorded
China
84.5%
—
Bolivia
2.9%
—
Austria
2.4%
—
Korea, Dem. People's Rep.
2.3%
—
Australia
1.9%
—
Spain
1.8%
—
All other countries
4.2%
Iron ore — 2024, by value
Produced in
Share
War recorded
Sweden
85.5%
—
South Africa
5.7%
yes
Brazil
4.3%
yes
Mauritania
2.1%
yes
Canada
2.0%
—
United States
0.5%
—
All other countries
0.1%
Bauxite — 2024, by value
Produced in
Share
War recorded
Australia
99.5%
—
Guinea
0.3%
—
China
0.2%
—
Brazil
0.1%
yes
All other countries
0.0%
Rare earth elements — 2024, by value
Produced in
Share
War recorded
China
70.4%
—
Australia
10.8%
—
Myanmar
7.0%
yes
United States
6.1%
—
Thailand
3.1%
yes
India
1.1%
yes
All other countries
1.4%
Silver — 2024, by value
Produced in
Share
War recorded
Mexico
30.8%
yes
Chile
11.6%
—
Peru
10.7%
—
Bolivia
9.7%
—
Australia
8.6%
—
China
6.2%
—
All other countries
22.3%
Zinc — 2024, by value
Produced in
Share
War recorded
India
31.7%
yes
Mexico
18.0%
yes
Peru
17.5%
—
Australia
16.0%
—
United States
8.0%
—
Bolivia
5.5%
—
All other countries
3.2%
Phosphate rock — 2022, by value
Produced in
Share
War recorded
United States
100.0%
yes
All other countries
0.0%
Manganese — 2024, by value
Produced in
Share
War recorded
South Africa
97.1%
yes
Gabon
1.3%
—
Ghana
0.5%
yes
Australia
0.5%
—
China
0.3%
—
All other countries
0.2%
Natural graphite — 2024, by value
Produced in
Share
War recorded
China
88.0%
—
Sri Lanka
3.7%
—
Madagascar
2.9%
—
Mozambique
1.7%
yes
Brazil
1.4%
yes
Canada
1.2%
—
All other countries
1.2%
Salt — 2024, by value
Produced in
Share
War recorded
Spain
29.5%
—
United States
14.7%
—
Australia
12.0%
—
India
11.4%
yes
China
11.4%
—
Germany
5.0%
yes
All other countries
16.0%
Silica sand — 2024, by value
Produced in
Share
War recorded
Malaysia
64.2%
—
China
16.2%
—
Australia
6.0%
—
India
5.3%
yes
United States
4.1%
—
Turkiye
2.4%
yes
All other countries
1.8%
Natural diamonds (rough) — 2024, by value
Produced in
Share
War recorded
Canada
29.5%
—
Botswana
25.0%
—
Angola
15.6%
yes
Russian Federation
11.1%
yes
Namibia
5.3%
—
Congo, Dem. Rep.
5.0%
yes
All other countries
8.6%
Wheat — 2024, by value
Produced in
Share
War recorded
Australia
51.5%
—
United States
25.8%
—
Canada
20.1%
—
Ukraine
1.3%
yes
Russian Federation
0.6%
yes
Romania
0.2%
—
All other countries
0.5%
Milk — 2024, by value
Produced in
Share
War recorded
New Zealand
45.3%
—
Australia
13.9%
—
Thailand
7.7%
yes
United States
4.5%
—
Belarus
4.1%
—
Netherlands
3.8%
—
All other countries
20.6%
Natural rubber — 2024, by value
Produced in
Share
War recorded
Thailand
35.4%
yes
Cambodia
26.3%
—
Malaysia
10.5%
—
Cote d'Ivoire
7.9%
—
Indonesia
5.1%
yes
Philippines
4.5%
yes
All other countries
10.4%
Maize — 2024, by value
Produced in
Share
War recorded
China
21.4%
—
Indonesia
18.7%
yes
United States
10.9%
—
Argentina
10.7%
yes
Australia
10.4%
—
India
7.8%
yes
All other countries
20.2%
Rice — 2024, by value
Produced in
Share
War recorded
India
34.0%
yes
Thailand
28.8%
yes
Viet Nam
26.4%
—
Cambodia
4.8%
—
Japan
2.8%
—
Pakistan
1.2%
yes
All other countries
1.8%
Soybeans — 2024, by value
Produced in
Share
War recorded
Canada
67.6%
—
United States
20.9%
—
Brazil
4.2%
yes
Benin
3.3%
yes
China
1.7%
—
Argentina
0.5%
yes
All other countries
1.7%
Sugar — 2024, by value
Produced in
Share
War recorded
Thailand
52.8%
yes
Brazil
23.5%
yes
India
12.8%
yes
Australia
1.5%
—
China
1.5%
—
Pakistan
1.4%
yes
All other countries
6.6%
Coffee — 2024, by value
Produced in
Share
War recorded
Brazil
30.9%
yes
Indonesia
28.4%
yes
Colombia
8.9%
yes
Viet Nam
6.5%
—
Ethiopia
4.1%
yes
Uganda
3.2%
yes
All other countries
18.0%
Cocoa — 2024, by value
Produced in
Share
War recorded
Cote d'Ivoire
21.4%
—
Cameroon
19.7%
yes
Nigeria
12.2%
yes
Ecuador
10.1%
yes
Ghana
9.7%
yes
Peru
7.5%
—
All other countries
19.3%
Palm oil — 2023, by value
Produced in
Share
War recorded
Malaysia
59.2%
—
Indonesia
39.9%
yes
Thailand
0.4%
yes
Papua New Guinea
0.3%
yes
Philippines
0.2%
yes
All other countries
0.1%
Cotton — 2024, by value
Produced in
Share
War recorded
Burkina Faso
96.6%
yes
United States
1.5%
—
Tanzania
1.2%
yes
China
0.2%
—
Brazil
0.2%
yes
All other countries
0.1%
Livestock — 2024, by value
Produced in
Share
War recorded
Brazil
37.5%
yes
Singapore (at home)
13.5%
—
Malaysia
12.2%
—
Australia
11.3%
—
United States
6.0%
—
Thailand
2.7%
yes
All other countries
16.8%
Timber — 2024, by value
Produced in
Share
War recorded
Malaysia
58.5%
—
New Zealand
8.1%
—
Indonesia
5.1%
yes
Sweden
4.8%
—
Myanmar
3.6%
yes
United States
2.3%
—
All other countries
17.6%
Tobacco (unmanufactured) — 2024, by value
Produced in
Share
War recorded
Indonesia
51.5%
yes
China
10.5%
—
Brazil
9.9%
yes
India
6.2%
yes
Zimbabwe
5.6%
—
United States
3.2%
—
All other countries
13.0%
Wood charcoal — 2024, by value
Produced in
Share
War recorded
Singapore (at home)
39.3%
—
Viet Nam
26.7%
—
Indonesia
20.5%
yes
China
4.6%
—
Malaysia
4.4%
—
Thailand
2.0%
yes
All other countries
2.4%
“War recorded” marks a source country where war deaths were recorded in the same year. It is a fact about that country, not a claim that this material caused them.
Where what it produces is consumed
For each material this country produces, how much of it is used in each country, including at home.
Livestock — 2024, by value
Consumed in
Share
Singapore (at home)
95.6%
Maldives
0.1%
Timor-Leste
0.1%
Naoero
0.0%
All other countries
4.2%
Tobacco (unmanufactured) — 1996, by value
Consumed in
Share
All other countries
100.0%
Wood charcoal — 2024, by value
Consumed in
Share
Singapore (at home)
92.1%
Australia
1.4%
Brunei Darussalam
0.7%
New Zealand
0.6%
Hong Kong SAR, China
0.6%
Naoero
0.0%
All other countries
4.6%
The number this page does not show
The harm these supply chains carry is calculated, and not shown.
The model passes the harm counted where a material is produced on to the countries that use it. That is a count of people from a recorded calculation, with no range yet, and nothing of that kind is published before the model passes its test on past years. What this page can show without it is the structure: who produces, who uses, and where harm is recorded along the way.
Sources
Sources
Version of the data
Downloaded
File fingerprint
ilostat · fatal-20261006
2026-10-06
700fa580091e41e7…
faostat · qcl-20251231
2026-09-29
c5835418c18f9322…
faostat · fo-20260109
2026-09-29
c2f7fc99651f620b…
faostat · rl-20261002
2026-10-06
39b739fbfb694971…
aquastat · ds-20260713
2026-10-06
3bca93e1d4430099…
baci · HS92_V202601-20260130
2026-09-29
43259580059fa83e…
ucdp · ged-v26.1
2026-09-10
8c941d84954e555e…
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).
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 — 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.
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.
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.