Beef

Chicken

Cocoa

Coffee

Corn

Palm kernel

Palm oil

Shrimp

Wood pulp

Argentina

Brazil

Colombia

Côte d'Ivoire

Ecuador

Ghana

Indonesia

Paraguay

Peru

Indonesia palm oil - Supply chain data

Brazil soy - Supply chain data

Brazil beef - Supply chain data

Total deforestation per jurisdiction for a given year.

Argentina - Deforestation

Gross emissions attributable to deforestation. Estimates are based on the total biomass removal stored in the native vegetation. The numbers are subsequently transformed in CO₂-eq by multiplying carbon stock per 3.67.

Argentina - Emissions from deforestation

Percent exported under a Company Zero Deforestation Commitment (ZDC) or the G4 (Compromisso Público da Pecuária – CPP) commitment.

Brazil - Beef exported under a ZDC

Percent produced under a Company Zero Deforestation Commitment (ZDC) or the G4 (Compromisso Público da Pecuária – CPP) commitment. Note, trader commitments within the domestic supply chain are not assessed.

Brazil - Beef produced under a ZDC

Cattle deforestation is the amount of deforestation associated with the production of beef for a given year.  Cattle deforestation builds on pasture deforestation and assumes a 5 year life cycle from birth to slaughter. 

Brazil - Cattle deforestation

Cattle deforestation per ton is the amount of deforestation associated with the production of beef in hectares per ton produced for a given year. Cattle deforestation per ton builds on pasture deforestation and assumes a 5 year life cycle from birth to slaughter.

Brazil - Cattle deforestation per ton

Cattle production are the estimated carcass tons produced based on municipality slaughter volumes and cattle movement between states.

Brazil - Cattle production

Number of chickens (heads) slaughtered per jurisdiction of origin.

Brazil - Chickens slaughtered

Total deforestation, defined as the conversion of primary native vegetation.

Brazil - Deforestation

Gross CO₂-eq emissions from cattle deforestation, assuming a 5-year cattle lifecycle from birth to slaughter. Estimates are based on the loss of native vegetation biomass (above- and below-ground, litter, and deadwood; excluding soil carbon), with carbon stocks converted to CO₂-eq by multiplying by 3.67.

Brazil - Gross emissions from cattle deforestation

Gross CO₂-eq emissions from cattle deforestation per ton of beef, assuming a 5-year cattle lifecycle from birth to slaughter. Estimates are based on the loss of native vegetation biomass (above- and below-ground, litter, and deadwood; excluding soil carbon), with carbon stocks converted to CO₂-eq by multiplying by 3.67.

Brazil - Gross emissions from cattle deforestation per ton

Gross CO₂-eq emissions from pasture deforestation, estimated from the loss of native vegetation biomass (above- and below-ground, litter, and deadwood; excluding soil carbon). Carbon stocks were converted to CO₂-eq by multiplying by 3.67.

Brazil - Gross emissions from pasture deforestation

Gross emissions attributable to soy deforestation. Estimates are based on the total removal of the biomass stored in the native vegetation. The numbers are subsequently transformed to CO₂-eq by multiplying carbon stock by 3.67.

Brazil - Gross emissions from soy deforestation

Gross emissions attributable to soy deforestation per tonne of soy produced in a given jurisdiction. Estimates are based on the total removal of the biomass stored in the native vegetation. The numbers are subsequently transformed to CO₂-eq by multiplying carbon stock by 3.67.

Brazil - Gross emissions from soy deforestation per tonne

Gross CO₂-eq emissions from territorial deforestation, estimated from the loss of native vegetation biomass (above- and below-ground, litter, and deadwood, excluding soil carbon). Carbon stocks were converted to CO₂-eq by multiplying by 3.67.

Brazil - Gross greenhouse gas emissions from deforestation

Net CO₂-eq emissions from cattle deforestation, based on the biomass difference between native vegetation and pasture, assuming a 5-year cattle lifecycle from birth to slaughter.

Brazil - Net emissions from cattle deforestation

Net CO₂-eq emissions from cattle deforestation per ton of beef, based on the biomass difference between native vegetation and pasture, assuming a 5-year cattle lifecycle from birth to slaughter.

Brazil - Net emissions from cattle deforestation per ton

Net emissions attributable to pasture deforestation. Estimates are based on the difference between the biomass stored in the native vegetation and pastures. The numbers are subsequently transformed in CO₂-eq by multiplying carbon stock per 3.67.

Brazil - Net emissions from pasture deforestation

Emissions attributable to soy deforestation per tonne of soy produced in a given jurisdiction. Estimates are based on the difference between the carbon removed from the native vegetation and stored in the soy plantations.

Brazil - Net emissions from soy deforestation per tonne

Brazil - Pasture area

Pasture deforestation is the amount of deforestation across a five-year allocation period that is converted to pasture. To calculate it, we overlapped the annual pasture maps from MapBiomas with the annual territorial deforestation five years prior to the target year for pasture, including the year the pasture was detected.

Brazil - Pasture deforestation

Production of soy per jurisdiction in a given year.

Brazil - Production of soy

Area of soy harvested per jurisdiction in a given year.

Brazil - Soy area

The soy area in the target year that overlaps with deforestation (defined as the conversion of primary native vegetation) five years before soy detection.

Brazil - Soy deforestation

Soy deforestation per tonne of soy produced in a given jurisdiction.

Brazil - Soy deforestation per tonne

Percentage of the soy that is exported by a trader with a zero deforestation commitment.

Brazil - Soy traded under a zero deforestation commitment

Average soy yield per jurisdiction in a given year.

Brazil - Soy yield

Colombia beef - Supply chain data

Colombia coffee - Supply chain data

Colombia palm kernel - Supply chain data

Colombia palm oil - Supply chain data

Colombia wood pulp - Supply chain data

Average coffee yield per jurisdiction in a given year.

Colombia - Coffee yield

Colombia - Deforestation

Colombia - GDP per capita

Production of coffee per jurisdiction in a given year.

Colombia - Production of coffee

Annual cocoa deforestation is the amount of deforestation occurring on cocoa plantations in the selected year. To calculate it, we overlapped the cocoa area map from Kalischek et al. (2023) (representing cocoa plantations in 2019 to 2021) with the annual loss of undisturbed Tropical Moist Forests from the EC JRC Tropical Moist Forest dataset (2025).

Côte d’Ivoire - Annual cocoa deforestation

Cocoa deforestation is the amount of deforestation within a 15-year allocation period that is converted to cocoa plantations. To calculate it, we overlapped the cocoa area map from Kalischek et al. (2023) (representing cocoa plantations in 2019 to 2021) with the annual loss of undisturbed Tropical Moist Forests from the EC JRC Tropical Moist Forest dataset (2025), applying a four-year lag between deforestation and first potential harvest to reflect the time from planting to harvest. Note that this does not account for cocoa expansion after 2021, and values for the most recent 2 years may change in the future when new versions of the Tropical Moist Forest dataset are released, updated to reflect whether recent forest change shows temporary degradation or permanent deforestation.

Côte d’Ivoire - Cocoa deforestation

Deforestation of undisturbed Tropical Moist Forest derived from EC JRC Tropical Moist Forest dataset (2025). Note that values for the most recent 2 years may change in the future when new versions of the Tropical Moist Forest dataset are released, updated to reflect whether recent forest change shows temporary degradation or permanent deforestation.

Côte d’Ivoire - Deforestation

Degradation of Tropical Moist Forest derived from EC JRC Tropical Moist Forest dataset (2025). Note that values for the most recent 2 years may change in the future when new versions of the Tropical Moist Forest dataset are released, updated to reflect whether recent forest change shows temporary degradation or permanent deforestation.

Côte d’Ivoire - Degradation

Gross CO₂-equivalent emissions from annual cocoa deforestation estimated from the loss of above- and below-ground biomass (excluding soil carbon). Carbon stocks were converted to CO₂-equivalent by multiplying by 3.67. To calculate above and belowground biomass loss, we overlapped the cocoa area map from Kalischek et al. (2023) (representing cocoa plantations in 2019 to 2021) with the annual loss of undisturbed Tropical Moist Forests from the EC JRC Tropical Moist Forest dataset (2025).

Côte d’Ivoire - Gross emissions from annual cocoa deforestation

Gross CO₂-equivalent emissions from cocoa deforestation (15-year allocation period, 4-year lag), estimated from the loss of above- and below-ground biomass (excluding soil carbon). Carbon stocks were converted to CO₂-equivalent by multiplying by 3.67. To calculate above and belowground biomass loss, we overlapped the cocoa area map from Kalischek et al. (2023) (representing cocoa plantations in 2019 to 2021) with the loss of undisturbed Tropical Moist Forests from the EC JRC Tropical Moist Forest dataset (2025), applying a four-year lag between deforestation and first potential harvest to reflect the time from planting to harvest. Note that values for the most recent 2 years may change in the future when new versions of the Tropical Moist Forest dataset are released, updated to reflect whether recent forest change shows temporary degradation or permanent deforestation.

Côte d’Ivoire - Gross emissions from cocoa deforestation

Gross CO₂-eq. emissions from deforestation, estimated from the loss of above- and below-ground biomass (excluding soil carbon) from the EC JRC Tropical Moist Forest dataset (2025). Carbon stocks were converted to CO₂-eq. by multiplying by 3.67. Note that values for the most recent 2 years may change in the future when new versions of the Tropical Moist Forest dataset are released, updated to reflect whether recent forest change shows temporary degradation or permanent deforestation.

Côte d’Ivoire - Gross greenhouse gas emissions from deforestation

Net greenhouse gas emissions from annual cocoa deforestation were calculated as the difference between gross emissions from annual cocoa deforestation and sequestration in new cocoa plantations. To calculate above and belowground biomass loss, we overlapped the cocoa area map from Kalischek et al. (2023) (representing cocoa plantations in 2019 to 2021) with the loss of undisturbed Tropical Moist Forests from the EC JRC Tropical Moist Forest dataset (2025).

Côte d’Ivoire - Net emissions from annual cocoa deforestation

Net greenhouse gas emissions from cocoa deforestation (15-year allocation period, 4-year lag), were calculated as the difference between gross emissions from cocoa deforestation and sequestration in new cocoa plantations. To calculate above and belowground biomass loss, we overlapped the cocoa area map from Kalischek et al. (2023) (representing cocoa plantations in 2019 to 2021) with the loss of undisturbed Tropical Moist Forests from the EC JRC Tropical Moist Forest dataset (2025), applying a four-year lag between deforestation and first potential harvest to reflect the time from planting to harvest. Note that values for the most recent 2 years may change in the future when new versions of the Tropical Moist Forest dataset are released, updated to reflect whether recent forest change shows temporary degradation or permanent deforestation.

Côte d’Ivoire - Net emissions from cocoa deforestation

Area of undisturbed Tropical Moist Forest derived from EC JRC Tropical Moist Forest dataset (2025). Note that values for the most recent 2 years may change in the future when new versions of the Tropical Moist Forest dataset are released, updated to reflect whether recent forest change shows temporary degradation or permanent deforestation.

Côte d’Ivoire - Undisturbed forest

Ecuador shrimp - Supply chain data

Estimated shrimp production, based on pond area and export data (Aquaculture Subsecretariat).

Ecuador - Production of shrimp

Ghana - Annual cocoa deforestation

Ghana - Cocoa deforestation

Ghana - Deforestation

Ghana - Degradation

Ghana - Gross emissions from annual cocoa deforestation

Ghana - Gross emissions from cocoa deforestation

Ghana - Gross greenhouse gas emissions from deforestation

Ghana - Net emissions from annual cocoa deforestation

Ghana - Net emissions from cocoa deforestation

Ghana - Undisturbed forest

The total area deforested for industrial oil palm plantations in hectares in the selected year

Indonesia - Annual palm deforestation (industrial)

Indonesia - Deforestation

Annual greenhouse gas emissions from peat subsidence linked to palm oil production. The emissions are calculated based on the area of palm oil plantations on peat multiplied by an emission factor of 90 t CO₂-eq./ha following Cooper et al. (2020)

Indonesia - Emissions from peat subsidence

Gross greenhouse gas emissions from annual oil palm deforestation and non-forest land conversions (industrial). Estimates are based on the total biomass removal stored in above- and below-ground biomass in forest and non-forest land covers (excl. soil carbon). CO₂-eq were derived by multiplying carbon stocks by 3.67.

Indonesia - Gross emissions from land-use change

Gross emissions from deforestation. Estimates are based on the total biomass removal stored in above- and below-ground biomass in forests (excl. soil carbon). CO₂-eq were derived by multiplying carbon stocks by 3.67.

Indonesia - Gross greenhouse gas emissions from deforestation

Indonesia - Natural forest area

Net greenhouse gas emissions from annual oil palm deforestation and non-forest conversion (industrial) were calculated as the difference between gross emissions from oil palm land-use change and sequestration in new oil palm plantations.

Indonesia - Net emissions from land-use change

Extent of oil palm as detected by remote sensing analysis.

Indonesia - Oil palm planted area

Area of peatland of all depths planted with oil palm.

Indonesia - Oil palm planted on peat

The total area linked to deforestation for industrial oil palm plantations in hectares over a ten year period in the year of harvest/export

Indonesia - Palm deforestation (industrial)

Paraguay beef - Supply chain data

Paraguay corn - Supply chain data

Paraguay soy - Supply chain data

Percentage of the beef that is exported by a trader with a zero deforestation commitment.

Paraguay - Beef traded under zero deforestation commitments

Cattle deforestation per ton is a measure of the deforested area (pasture deforestation) associated with the production of beef for a given year, expressed in hectares per ton of carcass. Pasture deforestation was calculated by overlapping pasture maps with the annual territorial deforestation five years prior to the target year for pasture, including the year the pasture was detected.

Paraguay - Cattle deforestation per ton

Size of the cattle herd for a given year.

Paraguay - Cattle herd size

The percentual volume of corn produced in a specific jurisdiction that was traded by a company signing zero deforestation commitments in a given year.

Paraguay - Corn traded under zero deforestation commitments

Average corn yield per jurisdiction in a given year.

Paraguay - Corn yield

Paraguay - Deforestation

Paraguay - Emissions from deforestation

Gross emissions associated with the production of beef (pasture deforestation) for a given year, expressed in hectares per ton of carcass. Pasture deforestation was calculated by overlapping pasture maps with the annual territorial deforestation five years prior to the target year for pasture, including the year the pasture was detected.

Paraguay - Gross emissions from cattle deforestation per ton

Gross emissions attributable to soy deforestation. Estimates are based on the total removal of the biomass stored in the native vegetation. The numbers are subsequently transformed in CO₂-eq by multiplying carbon stock per 3.67.

Paraguay - Gross emissions from soy deforestation

Emissions attributable to soy deforestation per tonne of soy produced in a given jurisdiction. Estimated based on the balance between the carbon stored in the native vegetation and the soy fields in CO₂-eq.

Paraguay - Gross emissions from soy deforestation per tonne

Area used for pasture in hectares. Available only for the Chaco region.

Paraguay - Pasture area

Total production of corn (first and second crop).

Paraguay - Production of corn

Paraguay - Production of soy

Area of land used to grow soybeans per jurisdiction in a given year.

Paraguay - Soy area

The soy area in the target year that overlaps with deforestation five years before soy detection.

Paraguay - Soy deforestation

Soy planted in areas recently deforested per tonne of soy produced in a given jurisdiction.

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