EL USO DE GOOGLE PATENTES COMO INDICADOR DE INNOVACIONES EN EL AGROBRASILEÑO: UN ENFOQUE CON ANÁLISIS LEXICOMÉTRICO A TRAVÉS DE IRAMUTEQ
DOI:
https://doi.org/10.66104/q1gc4m52Palabras clave:
Brazilian Agribusiness; Innovations; Google Patents; Lexicometry.Resumen
El estudio investigó la innovación en el agronegocio brasileño utilizando patentes como indicador, accedidas a través de Google Patents y analizadas con la herramienta lexicométrica IRAMUTEQ. Se recopilaron 584 registros de patentes, utilizando términos clave relacionados con el sector. El análisis reveló tres ejes tecnológicos principales. El primero es la biotecnología agrícola, centrada en el desarrollo de plantas genéticamente modificadas. El segundo, la automatización y maquinaria agrícola, enfatiza equipos inteligentes y el uso de sensores. El tercero agrupa soluciones sostenibles, como fertilizantes orgánicos y técnicas de riego. Los análisis de similitud y nube de palabras destacaron conexiones entre términos como "sostenibilidad", "eficiencia", "automatización", "biotecnología" y "productividad". Esto indica que las innovaciones buscan principalmente resolver desafíos relacionados con el uso eficiente de los recursos. Los resultados proporcionan ideas valiosas para la dirección estratégica, tales como la unión entre el Gobierno y las empresas, con el fin de utilizar información sobre posibles cuellos de botella y/o desfases del sector, de modo a aportar inversiones en programas de innovación y desarrollo, en las áreas más prometedoras, fomentando alianzas público-privadas. La metodología adoptada—integración de datos de patentes con análisis lexicométrico—se muestra como una herramienta robusta para monitorear tendencias tecnológicas y apoyar el desarrollo sostenible del agronegocio brasileño.
Descargas
Referencias
ALETTI, A. et al. The Impact of Urbanization and Industrialization on Decoupling Economic Growth from Carbon Emissions: A Case Study of China. Sustainability, v. 11, n. 3, p. 692, 2019.
BANCO MUNDIAL. World Development Report 2023: Migrants, Refugees, and Societies. Washington, DC: Banco Mundial, 2023. Disponível em: https://www.worldbank.org/en/publication/wdr2023. Acesso em: 24 nov. 2025.
BRASIL. Ministério de Minas e Energia. Plano Decenal de Expansão de Energia 2032. Caderno de Demanda de Eletricidade. Superintendência de Estudos Econômicos e Energéticos. Brasília, DF: EPE – Empresa de Pesquisa Energética, out. 2022. Disponível em: https://www.epe.gov.br/sites-pt/publicacoes-dados-abertos/publicacoes/PublicacoesArquivos/publicacao-20230330100626.pdf. Acesso em: 30 jun. 2023.
CRESWELL, J. W.; CRESWELL, J. D. Projeto de pesquisa: método qualitativo, quantitativo e misto. 5. ed. Porto Alegre: Penso, 2021.
CRIPPA, M. et al. CO2 and Greenhouse Gas Emissions. Our World in Data, 2021. Disponível em: https://doi.org/10.1038/s43016-021-00225-9. Acesso em: 14 nov. 2025. DOI: https://doi.org/10.1038/s43016-021-00225-9
DA SILVA, Geferson Gustavo Wagner Mota et al. Interfaces entre clima organizacional e estilos de liderança: da análise do estado da arte a construção de uma agenda de pesquisa. Revista de Gestão e Secretariado, v. 16, n. 1, p. e4526-e4526, 2025. DOI: https://doi.org/10.7769/gesec.v16i1.4526
EPE – EMPRESA DE PESQUISA ENERGÉTICA. Balanço Energético Nacional 2023. Brasília, DF: EPE, 2023.
EPE – EMPRESA DE PESQUISA ENERGÉTICA. Estudos Socioambientais: Emissões de Gases de Efeito Estufa. Disponível em: https://www.epe.gov.br/pt/areas-de-atuacao/meio-ambiente/emissoes-de-gases-de-efeito-estufa. Acesso em: 10 nov. 2025.
FAN, Y.; LIU, L.-C.; WU, G.; WEI, Y.-M. Analysis of Energy Efficiency of China’s Industry Sector. Energy, v. 31, n. 12, p. 2220-2232, 2006.
FIORINO, D. J. Environmental Governance and Democratic Legitimacy. Public Administration Review, v. 66, n. 3, p. 294-304, 2006.
GEELS, F. W. The multi-level perspective on sustainability transitions: Responses to seven criticisms. Environmental Innovation and Societal Transitions, v. 1, n. 1, p. 24-40, 2011. DOI: https://doi.org/10.1016/j.eist.2011.02.002
GOLDEMBERG, José; LUCON, Oswaldo. Energia e meio ambiente no Brasil. Estudos avançados, v. 21, p. 7-20, 2007. DOI: https://doi.org/10.1590/S0103-40142007000100003
HILBER, C. A. L.; PALMER, C. Urban Development and Air Pollution: Evidence from a Global Panel of Cities. SSRN Electronic Journal, n. 175, 2014. DOI: https://doi.org/10.2139/ssrn.2541385
HVELPLUND, F. Renewable energy and the need for local energy markets. Energy Policy, v. 34, n. 12, p. 1197-1206, 2006. DOI: https://doi.org/10.1016/j.enpol.2004.10.004
IEA – INTERNATIONAL ENERGY AGENCY. World Energy Outlook 2020. Paris: IEA, 2020.
____. World Energy Outlook 2021. Paris: IEA, 2021.
____. World Energy Outlook 2023. Paris: IEA, 2023.
IPCC. Climate Change 2022: Impacts, Adaptation and Vulnerability. Contribution of Working Group II to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge: Cambridge University Press, 2022.
IPEA. Instituto de Pesquisa Econômica Aplicada. Disponível em: https://www.ipea.gov.br/. Acesso em: 10 nov. 2025.
JACOBSON, M. Z.; DELUCCHI, M. A. Providing all global energy with wind, water, and solar power, Part I: Technologies, energy resources, quantities and areas of infrastructure, and materials. Energy Policy, v. 39, n. 3, p. 1154-1169, 2011. DOI: https://doi.org/10.1016/j.enpol.2010.11.040
JOHNSTONE, N.; HAŠČIČ, I.; POPP, D. Renewable energy policies and technological innovation: Evidence based on patent counts. Environmental and Resource Economics, v. 45, n. 1, p. 133-155, 2010. DOI: https://doi.org/10.1007/s10640-009-9309-1
KERN, F.; HOWLETT, M. Implementing transition management as policy reforms: A case study of the Dutch energy sector. Policy Sciences, v. 42, n. 4, p. 323-343, 2009. DOI: https://doi.org/10.1007/s11077-009-9099-x
LEMOS, M. C.; AGRAWAL, A. Environmental governance. Annual Review of Environment and Resources, v. 31, p. 297-325, 2006. DOI: https://doi.org/10.1146/annurev.energy.31.042605.135621
LOMAS, K. J. et al. The impact of retrofitting homes with energy efficiency measures on air quality and energy use: A case study. Energy and Buildings, v. 50, p. 170-181, 2012.
LUND, H. Renewable energy strategies for sustainable development. Energy, v. 32, n. 6, p. 912-919, 2007. DOI: https://doi.org/10.1016/j.energy.2006.10.017
MEADOWCROFT, J. Engaging with the politics of sustainability transitions. Environmental Innovation and Societal Transitions, v. 1, n. 1, p. 70-75, 2011. DOI: https://doi.org/10.1016/j.eist.2011.02.003
OBSERVATÓRIO DO CLIMA. Sistema de Estimativas de Emissões de Gases de Efeito Estufa (SEEG). Disponível em: https://seeg.eco.br/. Acesso em: 10 nov. 2025.
OLIVEIRA, A. P. et al. Compreendendo os determinantes das emissões de gases de efeito estufa: implicações para políticas públicas. Revista Brasileira de Políticas Ambientais, v. 17, n. 2, p. 123-145, 2022.
PATTERSON, M. G. What is energy efficiency? Concepts, indicators and methodological issues. Energy Policy, v. 24, n. 5, p. 377-390, 1996. DOI: https://doi.org/10.1016/0301-4215(96)00017-1
RAUPACH, M. R. et al. Global and Regional Drivers of Accelerating CO2 Emissions. Proceedings of the National Academy of Sciences, v. 104, n. 24, p. 10288-10293, 2007. DOI: https://doi.org/10.1073/pnas.0700609104
SCIENCEDIRECT. Emissões de gases de efeito estufa e eficiência ambiental no Brasil. Nova Economia, 2019. Disponível em: https://www.scielo.br/j/neco/a/r5yxTNfpKqCtgBNxKwKFCDF/?format=html. Acesso em: 10 nov. 2025.
SEEG. Sistema de Estimativas de Emissões de Gases de Efeito Estufa. Disponível em: https://seeg.eco.br/. Acesso em: 10 nov. 2025.
SETO, K. C. et al. Urbanização, emissões de carbono e sustentabilidade global. Environmental Research Letters, v. 18, n. 4, p. 045001, 2023.
SORRELL, S. et al. The economics of energy efficiency: Barriers to cost-effective investment. Cheltenham: Edward Elgar, 2004.
SORRELL, S. Reducing Energy Demand: A Review of Issues, Challenges and Approaches. Renewable and Sustainable Energy Reviews, v. 47, p. 74-82, 2015. DOI: https://doi.org/10.1016/j.rser.2015.03.002
SOVACOO, B. K. The importance of comprehensiveness in renewable electricity and energy-efficiency policy. Energy Policy, v. 37, n. 4, p. 1529-1541, 2009. DOI: https://doi.org/10.1016/j.enpol.2008.12.016
SOVACOOL, B. K. How long will it take? Conceptualizing the temporal dynamics of energy transitions. Energy Research & Social Science, v. 13, p. 202-215, 2016. DOI: https://doi.org/10.1016/j.erss.2015.12.020
STERN, D. I. Modeling International Trends in Energy Efficiency and Carbon Emissions. Environmental Economics and Policy Studies, v. 12, n. 1, p. 35-54, 2010.
UNITED NATIONS ENVIRONMENT PROGRAMME. Emissions Gap Report 2023. Nairobi: United Nations Environment Programme, 2023.
WANG, Q.; SU, M.; LI, R.; PENG, M. The Effects of Urbanization and Industrialization on Decoupling Economic Growth from Carbon Emissions. A Case Study of China. Sustainability, v. 11, n. 3, p. 692, 2019. DOI: https://doi.org/10.1016/j.scs.2019.101758
YORK, R.; ROSA, E. A.; DIETZ, T. STIRPAT, IPAT and ImPACT: Analytic Tools for Unpacking the Driving Forces of Environmental Impacts. Ecological Economics, v. 46, n. 3, p. 351-365, 2003. DOI: https://doi.org/10.1016/S0921-8009(03)00188-5
ZHANG, Y.; WANG, C.; WANG, F.; SU, B. Decomposition of Energy-Related Carbon Emissions in China: An Empirical Analysis Based on Provincial Panel Data. Journal of Cleaner Production, v. 142, p. 755-764, 2017.
Descargas
Publicado
Número
Sección
Licencia
Derechos de autor 2026 Patricia Stefani, Geferson Gustavo Wagner Mota da Silva, Gabriel Nunes de Oliveira, Carolina da Rosa Oyarzabal, Daniel Gross, Eliane Ott dos Reis, Alessandro de Oliveira Rodrigues, Fouad Fabio EL Beitune Said

Esta obra está bajo una licencia internacional Creative Commons Atribución 4.0.
Authors who publish in this journal agree to the following terms:
Authors retain copyright and grant the journal the right of first publication, with the work simultaneously licensed under the Creative Commons Attribution License, which permits the sharing of the work with proper acknowledgment of authorship and initial publication in this journal;
Authors are authorized to enter into separate, additional agreements for the non-exclusive distribution of the version of the work published in this journal (e.g., posting in an institutional repository or publishing it as a book chapter), provided that authorship and initial publication in this journal are properly acknowledged, and that the work is adapted to the template of the respective repository;
Authors are permitted and encouraged to post and distribute their work online (e.g., in institutional repositories or on their personal websites) at any point before or during the editorial process, as this may lead to productive exchanges and increase the impact and citation of the published work (see The Effect of Open Access);
Authors are responsible for correctly providing their personal information, including name, keywords, abstracts, and other relevant data, thereby defining how they wish to be cited. The journal’s editorial board is not responsible for any errors or inconsistencies in these records.
PRIVACY POLICY
The names and email addresses provided to this journal will be used exclusively for the purposes of this publication and will not be made available for any other purpose or to third parties.
Note: All content of the work is the sole responsibility of the author and the advisor.
