Cited by 8Conservation, Biodiversity, and Resource ManagementOil Palm Production and SustainabilityLivestock Farming and Management

Mapping slaughterhouse supply zones in the Brazilian Amazon with cattle transit records

Open access
Brandão Jr., Amintas, Rausch, Lisa, Munger, Jacob, Gibbs, Holly K.·2023·Land

Abstract

Mapping slaughterhouse supply zones is crucial for assessing cattle concentration, environmental impact, and promoting sustainable practices. This study combines cattle transit records (GTA in Portuguese) with rural property boundaries (CAR in Portuguese) to map these zones in the Brazilian Amazon. It evaluates the influence of Zero-Deforestation Cattle Agreements (CA) and explores the overlap between CA and non−CA slaughterhouse supply zones. Results reveal that CA slaughterhouse supply zones significantly impact forest preservation and cover a large area equivalent to entire municipalities. Over two-thirds of the study region, including most non-protected areas, falls within these zones. There is a high degree of overlap (95%) with non−CA supply zones, indicating competition for suppliers and limited expansion potential for CA. Direct and indirect suppliers are located nearby, with approximately 80% of indirect suppliers within 100 km of direct suppliers. Consequently, supply zones for both types of suppliers largely overlap. These findings demonstrate that assessing slaughterhouse deforestation risk for the entire supply chain in our study region can be achieved by mapping only the direct suppliers. This research provides valuable insights into cattle concentration, the effectiveness of zero-deforestation commitments, and the need for sustainable practices in the slaughterhouse industry.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.3390/land12091782

Cites

2 of 2 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Nearly half of Brazil's cattle currently is reared in the Amazon-over 100 million individuals from a total of 234 million, a fraction larger than the entire US herd.

    “Nearly half of Brazil's cattle currently is reared in the Amazonover 100 million individuals from a total of 234 million, a fraction that alone is larger than the entire US herd (Brandão et al., 2023;IBGE, 2025).”

    From Beyond the “supply chain” framing: Cattle ranching as a vanishing mediator of deforestation and dispossession in the Brazilian and Colombian Amazon (2026) · cites this paper as Brandão et al., 2023

    The Introduction reports 93 million cattle in the Brazilian Amazon in 2020, a herd it says matched—not exceeded—the entire US herd. It does not give an Amazon herd of over 100 million or a Brazilian total of 234 million. The 233 million heads in §2.2 are cattle movements recorded across 2013–2018, not a national herd count. (LLM, conf=0.90)

    Experimental — accuracy not yet measured

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 22

  1. Lambin, E.F.; Gibbs, H.K.; Heilmayr, R.; Carlson, K.M.; Fleck, L.C.; Garrett, R.D.; Le Polain De Waroux, Y.; McDermott, C.L.; McLaughlin, D.; Newton, P.; et al. The Role of Supply-Chain Initiatives in Reducing Deforestation. Nat. Clim. Chang. 2018, 8, 109-116. [CrossRef] · DOI
  2. Nepstad, D.; Soares-Filho, B.S.; Merry, F.; Lima, A.; Moutinho, P.; Carter, J.; Bowman, M.; Cattanec, A.; Rodrigues, H.; Schwartz- man, S.; et al. The End of Deforestation in the Brazilian Amazon. Source Sci. New Ser. 2009, 326, 1350-1351. [CrossRef] [PubMed] · DOI · Paper page
  3. Nepstad, D.; McGrath, D.; Stickler, C.; Alencar, A.; Azevedo, A.; Swette, B.; Bezerra, T.; DiGiano, M.; Shimada, J.; Da Motta, R.S.; et al. Slowing Amazon Deforestation through Public Policy and Interventions in Beef and Soy Supply Chains. Science 2014, 344, 1118-1123. [CrossRef] [PubMed] · DOI · Paper page
  4. Heilmayr, R.; Rausch, L.L.; Munger, J.; Gibbs, H.K. Brazil's Amazon Soy Moratorium Reduced Deforestation. Nature food 2020, 1, 801-810. [CrossRef] [PubMed] · DOI · Paper page
  5. Gibbs, H.K.; Rausch, L.; Munger, J.; Schelly, I.; Morton, D.C.; Noojipady, P.; Soares-Filho, B.; Barreto, P.; Micol, L.; Walker, N.F. Brazil's Soy Moratorium: Supply-Chain Governance Is Needed to Avoid Deforestation. Science 2015, 347, 377-378. [CrossRef] · DOI · Paper page
  6. Pereira, R.; Rausch, L.L.; Carrara, A.; Gibbs, H.K. Extensive Production Practices and Incomplete Implementation Hinder Brazil's Zero-Deforestation Cattle Agreements in Pará. Trop. Conserv. Sci. 2020, 13, 1940082920942014. [CrossRef] · DOI
  7. Gibbs, H.K.; Munger, J.; L'Roe, J.; Barreto, P.; Pereira, R.; Christie, M.; Amaral, T.; Walker, N.F. Did Ranchers and Slaughterhouses Respond to Zero-Deforestation Agreements in the Brazilian Amazon? Conserv. Lett. 2016, 9, 32-42. [CrossRef] · DOI · Paper page
  8. Alix-Garcia, J.; Gibbs, H.K. Forest Conservation Effects of Brazil's Zero Deforestation Cattle Agreements Undermined by Leakage. Glob. Environ. Chang. 2017, 47, 201-217. [CrossRef] · DOI · Paper page
  9. Skidmore, M.E.; Sims, K.M.; Rausch, L.L.; Gibbs, H.K. Sustainable Intensification in the Brazilian Cattle Industry: The Role for Reduced Slaughter Age. Environ. Res. Lett. 2022, 17, 064026. [CrossRef] · DOI
  10. Levy, S.A.; Cammelli, F.; Munger, J.; Gibbs, H.K.; Garrett, R.D. Deforestation in the Brazilian Amazon Could Be Halved by Scaling up the Implementation of Zero-Deforestation Cattle Commitments. Glob. Environ. Chang. 2023, 80, 102671. [CrossRef] · DOI · Paper page
  11. Moffette, F. Forest Conservation and Agriculture: Essays on Land Use Trade-Offs and Spillovers. Ph.D. Thesis, University of Wisconsin Madison, Madison, WI, USA, 2018.
  12. Skidmore, M.E.; Moffette, F.; Rausch, L.; Christie, M.; Munger, J.; Gibbs, H.K. Cattle Ranchers and Deforestation in the Brazilian Amazon: Production, Location, and Policies. Glob. Environ. Chang. 2021, 68, 102280. [CrossRef] · DOI · Paper page
  13. Rajão, R.; Soares-Filho, B.; Nunes, F.; Börner, J.; Machado, L.; Assis, D.; Oliveira, A.; Pinto, L.; Ribeiro, V.; Rausch, L.; et al. The Rotten Apples of Brazil's Agribusiness. Science 2020, 369, 246-248. [CrossRef] [PubMed] · DOI · Paper page
  14. Carvalho, W.D.; Mustin, K.; Hilário, R.R.; Vasconcelos, I.M.; Eilers, V.; Fearnside, P.M. Deforestation Control in the Brazilian Amazon: A Conservation Struggle Being Lost as Agreements and Regulations Are Subverted and Bypassed. Perspect. Ecol. Conserv. 2019, 17, 122-130. [CrossRef] · DOI
  15. Klingler, M.; Richards, P.D.; Ossner, R. Cattle Vaccination Records Question the Impact of Recent Zero-Deforestation Agreements in the Amazon. Reg. Environ. Chang. 2018, 18, 33-46. [CrossRef] · DOI · Paper page
  16. Santos, A.B.; Costa, M.H. Do Large Slaughterhouses Promote Sustainable Intensification of Cattle Ranching in Amazonia and the Cerrado? Sustainability 2018, 10, 3266. [CrossRef] · DOI
  17. Alix-Garcia, J.; Rausch, L.L.; L'Roe, J.; Gibbs, H.K.; Munger, J. Avoided Deforestation Linked to Environmental Registration of Properties in the Brazilian Amazon. Conserv. Lett. 2018, 11, e12414. [CrossRef] · DOI
  18. Borgatti, S.P.; Li, X. On social network analysis in a supply chain context. J. Supply Chain. Manag. 2009, 45, 5-22. [CrossRef] · DOI
  19. Soares-Filho, B.; Moutinho, P.; Nepstad, D.; Anderson, A.; Rodrigues, H.; Garcia, R.; Dietzsch, L.; Merry, F.; Bowman, M.; Hissa, L.; et al. Role of Brazilian Amazon Protected Areas in Climate Change Mitigation. Proc. Natl. Acad. Sci. USA 2010, 107, 10821-10826. [CrossRef] · DOI · Paper page
  20. Brandão, A., Jr.; Rausch, L.; Paz Durán, A.; Costa, C., Jr.; Spawn, S.A.; Gibbs, H.K. Estimating the Potential for Conservation and Farming in the Amazon and Cerrado under Four Policy Scenarios. Sustainability 2020, 12, 1277. [CrossRef] · DOI
  21. Souza, C.M.; Shimbo, J.Z.; Rosa, M.R.; Parente, L.L.; Alencar, A.A.; Rudorff, B.F.T.; Hasenack, H.; Matsumoto, M.; Ferreira, L.G.; Souza-Filho, P.W.M.; et al. Reconstructing Three Decades of Land Use and Land Cover Changes in Brazilian Biomes with Landsat Archive and Earth Engine. Remote Sens. 2020, 12, 2735. [CrossRef] · DOI
  22. Soto-Navarro, C.; Ravilious, C.; Arnell, A.; De Lamo, X.; Harfoot, M.; Hill, S.L.L.; Wearn, O.R.; Santoro, M.; Bouvet, A.; Mermoz, S.; et al. Mapping Co-Benefits for Carbon Storage and Biodiversity to Inform Conservation Policy and Action. Philos. Trans. R. Soc. B Biol. Sci. 2020, 375, 20190128. [CrossRef] PubMedDisclaimer/Publisher's Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. · DOI

Authors
Brandão Jr., A., Rausch, L., Munger, J., & Gibbs, H. K.
Affiliations
  • Center for Sustainability and the Global Environment (SAGE), University of Wisconsin-Madison, 1710 University Avenue, Madison, WI 53726, USA
  • University of Wisconsin–Madison (US)
Venue
Land
Publisher
MDPI AG
Published
2023-09-14
Volume
12
Issue
9
Pages
1782
ISSN
2073-445X (ISSN-L)
OpenAlex
W4386743994
Cited by
8
References
2
Citations by year
2026: 4 · 2025: 3 · 2024: 1
FWCI
0.90
Type
journal article
Language
en
Open access
Locations
  • Land (publishedVersion, cc-by)
  • RePEc: Research Papers in Economics (submittedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
  • Gordon and Betty Moore Foundation (2106-036, 2110-118)
  • Norway’s International Climate and Forest Initiative (2106-036, 2110-118)
Topics
  • Physical Sciences › Environmental Science › Global and Planetary Change › Conservation, Biodiversity, and Resource Management
  • Physical Sciences › Environmental Science › Ecology › Oil Palm Production and Sustainability
  • Life Sciences › Agricultural and Biological Sciences › Agronomy and Crop Science › Livestock Farming and Management
Keywords
deforestation risk, Brazilian Amazon, cattle supply chain, forest preservation

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review