FATORES ASSOCIADOS À ADOÇÃO DE TECNOLOGIA NO SETOR AGROPECUÁRIO

Procópio, Diego Pierotti; Binotto, Erlaine; Pereira, Matheus Wemerson Gomes

doi:10.1590/1413-2311.396.127244

Diego Pierotti Procópio

Faculdade de Agronomia e Zootecnia e Programa de Pós-Graduação em Economia – Universidade Federal de Mato Grosso (UFMT); Cuiabá – MT (Brasil); https://orcid.org/0000-0002-1622-3335; diego.procopio@ufmt.br

https://orcid.org/0000-0002-1622-3335

Erlaine Binotto

Programa de Pós-Graduação em Agronegócios – Universidade Federal da Grande Dourados (UFGD); Dourados – MS (Brasil); Programa de Pós-Graduação em Administração – Universidade Federal de Mato Grosso do Sul (UFMS); Dourados – MS (Brasil); https://orcid.org/0000-0002-0349-4566; erlainebinotto@ufgd.edu.br

https://orcid.org/0000-0002-0349-4566

Matheus Wemerson Gomes Pereira

Programa de Pós-Graduação em Administração da Universidade Federal de Mato Grosso do Sul (UFMS); https://orcid.org/0000-0002-6052-6683; matheuswgp@yahoo.com.br

https://orcid.org/0000-0002-6052-6683

Estágios do processo de aprendizagem	Condutores da adoção de tecnologia
Estágios do processo de aprendizagem	Vantagem relativa	Experimentabilidade	Influências sociais, culturais e pessoais
Conscientização			***
Avaliação não experimental	*	**	***
Avaliação experimental	**	***	**
Adoção	***	*	*
Revisão	***	*	*
Abandono	***		*

Ação

Descrição

Inclusão

i) Esteja na língua inglesa;

ii) A pesquisa seja direcionada para as propriedades rurais;

iii) A adoção da tecnologia seja voluntária por parte do produtor rural;

iv) Os estudos devem tratar de tecnologias direcionadas ao aumento da produtividade, melhoria da qualidade dos alimentos e aprimoramento das condições de cultivo e do sistema produtivo, conforme recomendado por Veen (2010)VEEN, M. V. D. Agricultural innovation: invention and adoption or change and adaptation? World Archaeology, v. 42, n. 1, p. 1-12, 2010. Doi: https://doi.org/10.1080/00438240903429649.
https://doi.org/10.1080/0043824090342964... ; e

v) Os estudos devem tratar de tecnologias já adotadas (condição ex-post).

Exclusão

i) Não esteja na língua inglesa;

ii) A pesquisa seja direcionada a outros componentes de uma cadeia produtiva agropecuária, caso das indústrias de insumos e processamento, setores de distribuição (atacado e varejo) etc.; iii) As tecnologias não tenham sido adotadas (condição exante);

iv) A tecnologia seja incentivada por pagamentos diretos, caso das medidas agroambientais da União Europeia, que são instrumentos que visam à conservação e à promoção do uso sustentável da terra agrícola por meio de incentivos financeiros, conforme tratado por Matzdorf e Lorenz (2010)MATZDORF, B.; LORENZ, J. How cost-effective are result-oriented agri-environmental measures? – An empirical analysis in Germany. Land Use Policy, v. 27, n. 2, p. 535-544, 2010. Doi: https://doi.org/10.1016/j.landusepol.2009.07.011.
https://doi.org/10.1016/j.landusepol.200... ;

v) A tecnologia seja direcionada exclusivamente para a conservação do ecossistema da propriedade rural ou localidade beneficiada; e

vi) Não esteja disponível para download.

Autores	Localidade dos estudos	Atividade principal
*Salik et al. (2021)*SALIK, M. H.; TANWIR, F.; SABOOR, A.; AKRAM, M. B.; ANJUM, F.; MEHDI, M.; ASHRAF, I.; NAAZER, M. A.; SULEMAN, M.; LATIF, M.; AHMAD, M. S.; YASMIN, S.; ASGHAR, K. Role of radio communication and adoption of modern agricultural technology: a study of farmers in district Jhang, Punjab-Pakistan. Pakistan Journal of Agricultural Sciences, v. 58, n. 2, p. 731-738, 2021. Doi: https://doi.org/10.21162/PAKJAS/21.1101. https://doi.org/10.21162/PAKJAS/21.1101...	Paquistão	Produção de frutas e culturas temporárias, como trigo e algodão
*Siqueira et al. (2021)*SIQUEIRA, T. T. S.; GALLIANO, D.; NGUYEN, G.; BÁNKUTI, F. I. Organizations forms and agri-environmental practices: the case of Brazilian dairy farms. Sustainability, v. 13, n. 7, p. 1-19, 2021. Doi: https://doi.org/10.3390/su13073762. https://doi.org/10.3390/su13073762...	Brasil	Bovinocultura de leite
Bernal-Hernández, Ramirez e Mosquera-Montoya (2021)BERNAL-HERNÁNDEZ, P.; RAMIREZ, M.; MOSQUERA-MONTOYA, M. Formal rules and its role in centralised-diffusion systems: a study of small-scale producers of oil palm in Colombia. Journal of Rural Studies, v. 83, p. 215-225, 2021. Doi: https://doi.org/10.1016/j.jrurstud.2020.11.006. https://doi.org/10.1016/j.jrurstud.2020....	Colômbia	Cultivo de dendê
Mulwa, Muyanga e Visser (2021)MULWA, C. K.; MUYANGA, M.; VISSER, M. The role of large traders in driving sustainable agricultural intensification in smallholder farms: evidence from Kenya. Agricultural Economics, v. 52, n. 2, p. 329-341, 2021. Doi: https://doi.org/10.1111/agec.12621. https://doi.org/10.1111/agec.12621...	Quênia	Cultivo de grãos
Jones-Garcia e Krishna (2021)JONES-GARCIA, E.; KRISHNA, V. V. Farmer adoption of sustainable intensification Technologies in the maize systems of the Global South: a review. Agronomy for Sustainable Development, v. 41, n. 8, p. 1-20, 2021. Doi: https://doi.org/10.1007/s13593-020-00658-9. https://doi.org/10.1007/s13593-020-00658...	Hemisfério Sul	Cultivo de milho
*Nankya et al. (2017)*NANKYA, R.; MULUMBA, J. W.; CARACCIOLO, F.; RAIMONDO, M.; SCHIAVELLO, F.; GOTOR, E.; KIKULWE, E.; JARVIS, D. I. Yield perceptions, determinants and adoption impact of farm varietal mixtures for common bean and banana in Uganda. Sustainability, v. 9, n. 8, p. 1-15, 2017. Doi: https://doi.org/10.3390/su9081321. https://doi.org/10.3390/su9081321...	Uganda	Produção de feijão e banana
Brown e Roper (2017)BROWN, P.; ROPER, S. Innovation and networks in New Zealand farming. The Australian Journal of Agricultural and Resource Economics, v. 61, n. 3, p. 422-442, 2017. Doi: https://doi.org/10.1111/1467-8489.12211. https://doi.org/10.1111/1467-8489.12211...	Nova Zelândia	Bovinocultura de corte e de leite
*Enriquez-Sanchez et al. (2017)*ENRIQUEZ-SANCHEZ, J.; MUNOZ-RODRIGUEZ, M.; ALTAMIRANO-CARDENAS, J. R.; GANTE, A. V. Activation process analysis of the localized agri-food system using social networks. Czech Academy of Agricultural Sciences, v. 63, p. 121-135, 2017. Doi: https://doi.org/10.17221/254/2015-AGRICECON. https://doi.org/10.17221/254/2015-AGRICE...	México	Produção de queijo
*Brown et al. (2016)*BROWN, P.; HART, G.; SMALL, B.; MUNGUIA, O. M. O. Agents for diffusion of agricultural innovations for environmental outcomes. Land Use Policy, v. 55, p. 318-326, 2016. Doi: https://doi.org/10.1016/j.landusepol.2016.04.017. https://doi.org/10.1016/j.landusepol.201...	Nova Zelândia	Bovinocultura de corte e de leite, horticultura, silvicultura, viticultura
*Ashraf et al. (2015)*ASHRAF, S.; KHAN, G. A.; ALI, S.; IFTIKHAR, M. Socio-economic determinants of the awareness and adoption of citrus production practices in Pakistan. Ciência Rural, v. 45, n. 9, p. 1701-1706, 2015. Doi: https://doi.org/10.1590/0103-8478cr20131227. https://doi.org/10.1590/0103-8478cr20131...	Paquistão	Cultivo de citros
Isaac (2012)ISAAC, M. E. Agricultural information exchange and organizational ties: the effect of network topology on managing agrodiversity. Agricultural Systems, v. 109, p. 9-15, 2012. Doi: https://doi.org/10.1016/j.agsy.2012.01.011. https://doi.org/10.1016/j.agsy.2012.01.0...	Gana	Cultivo de cacau
*Leib et al. (2002)*LEIB, B. G.; HATTENDORF, M.; ELLIOTT, T.; MATTHEWS, G. Adoption and adaptation of scientific irrigation scheduling: trends from Washington, USA as of 1998. Agricultural Water Management, v. 55, n. 2, p. 105-120, 2002. Doi: https://doi.org/10.1016/S0378-3774(01)00191-3. https://doi.org/10.1016/S0378-3774(01)00...	Estados Unidos	Cultivo de batata e frutas
*Yoder et al. (2021)*YODER, L.; HOUSER, M.; BRUCE, A.; SULLIVAN, A.; FARMER, J. Are climate risks encouraging cover crop adoption among farmers in the southern Wabash River Basin? Land Use Policy, v. 102, e105268, 2021. Doi: https://doi.org/10.1016/j.landusepol.2020.105268. https://doi.org/10.1016/j.landusepol.202...	Estados Unidos	Cultivo de milho, soja e trigo
Giua, Materia e Camanzi (2021)GIUA, C.; MATERIA, V. C.; CAMANZI, L. Management information system adoption at the farm level: evidence from the literature. British Food Journal, v. 123, n. 3, p. 884-909, 2021. Doi: https://doi.org/10.1108/BFJ-05-2020-0420. https://doi.org/10.1108/BFJ-05-2020-0420...	Não tem indicação	Não tem indicação
*Kumar et al. (2021)*KUMAR, A.; HAZRANA, J.; NEGI, D. S.; BIRTHAL, P. S.; TRIPATHI, G. Understanding the geographic pattern of diffusion of modern crop varieties in India: a multilevel modeling approach. Food Security, v. 13, p. 637-651, 2021. Doi: https://doi.org/10.1007/s12571-020-01114-y. https://doi.org/10.1007/s12571-020-01114...	Índia	Cultivo de arroz, milho e trigo
*Zakaria et al. (2020)*ZAKARIA, A.; AZUMAH, S. B.; APPIAH-TWUMASI, M.; DAGUNGA, G. Adoption of climate-smart agricultural practices among farm households in Ghana: the role of farmer participation in training programmes. Technology in Society, v. 63, e101338, 2020. Doi: https://doi.org/10.1016/j.techsoc.2020.101338. https://doi.org/10.1016/j.techsoc.2020.1...	Gana	Cultivo de milho, inhame, milheto, sorgo, mandioca, amendoim, soja, arroz, quiabo, pimenta, cana-de-açúcar e gado
*Filippini et al. (2020)*FILIPPINI, R.; MARESCOTTI, M. E.; DEMARTINI, E.; GAVIGLIO, A. Social networks as drivers for technology adoption: a study from a rural mountain area in Italy. Sustainability, v. 12, n. 22, p. 1-18, 2020. Doi: https://doi.org/10.3390/su12229392. https://doi.org/10.3390/su12229392...	Itália	Bovinocultura de leite
Läpple, Renwick e Thorne (2015)LÄPPLE, D.; RENWICK, A.; THORNE, F. Measuring and understanding the drivers of agricultural innovation: evidence from Ireland. Food Policy, v. 51, p. 1-8, 2015. Doi: https://doi.org/10.1016/j.foodpol.2014.11.003. https://doi.org/10.1016/j.foodpol.2014.1...	Irlanda	Bovinocultura de corte e de leite e ovinocultura

Categorias	Tipos de tecnologias	Autores
Automatização e informatização	i) Sistemas de apoio ao gerenciamento da propriedade;	Läpple, Renwick e Thorne (2015)LÄPPLE, D.; RENWICK, A.; THORNE, F. Measuring and understanding the drivers of agricultural innovation: evidence from Ireland. Food Policy, v. 51, p. 1-8, 2015. Doi: https://doi.org/10.1016/j.foodpol.2014.11.003. https://doi.org/10.1016/j.foodpol.2014.1... ; Brown e Roper (2017)BROWN, P.; ROPER, S. Innovation and networks in New Zealand farming. The Australian Journal of Agricultural and Resource Economics, v. 61, n. 3, p. 422-442, 2017. Doi: https://doi.org/10.1111/1467-8489.12211. https://doi.org/10.1111/1467-8489.12211... ; Giua, Materia e Camanzi (2021)GIUA, C.; MATERIA, V. C.; CAMANZI, L. Management information system adoption at the farm level: evidence from the literature. British Food Journal, v. 123, n. 3, p. 884-909, 2021. Doi: https://doi.org/10.1108/BFJ-05-2020-0420. https://doi.org/10.1108/BFJ-05-2020-0420...
	ii) Uso de tecnologia de informação e comunicação (TIC);	*Leib et al.* (2002)LEIB, B. G.; HATTENDORF, M.; ELLIOTT, T.; MATTHEWS, G. Adoption and adaptation of scientific irrigation scheduling: trends from Washington, USA as of 1998. Agricultural Water Management, v. 55, n. 2, p. 105-120, 2002. Doi: https://doi.org/10.1016/S0378-3774(01)00191-3. https://doi.org/10.1016/S0378-3774(01)00... ; Läpple, Renwick e Thorne (2015)**LÄPPLE, D.; RENWICK, A.; THORNE, F. Measuring and understanding the drivers of agricultural innovation: evidence from Ireland. Food Policy, v. 51, p. 1-8, 2015. Doi: https://doi.org/10.1016/j.foodpol.2014.11.003. https://doi.org/10.1016/j.foodpol.2014.1...
	iii) Uso de smartphone para fins profissionais;	*Filippini et al. (2020)*FILIPPINI, R.; MARESCOTTI, M. E.; DEMARTINI, E.; GAVIGLIO, A. Social networks as drivers for technology adoption: a study from a rural mountain area in Italy. Sustainability, v. 12, n. 22, p. 1-18, 2020. Doi: https://doi.org/10.3390/su12229392. https://doi.org/10.3390/su12229392...
	iv) Sistema de irrigação;	*Leib et al. (2002)LEIB, B. G.; HATTENDORF, M.; ELLIOTT, T.; MATTHEWS, G. Adoption and adaptation of scientific irrigation scheduling: trends from Washington, USA as of 1998. Agricultural Water Management, v. 55, n. 2, p. 105-120, 2002. Doi: https://doi.org/10.1016/S0378-3774(01)00191-3. https://doi.org/10.1016/S0378-3774(01)00... ; Salik et al.* (2021)**SALIK, M. H.; TANWIR, F.; SABOOR, A.; AKRAM, M. B.; ANJUM, F.; MEHDI, M.; ASHRAF, I.; NAAZER, M. A.; SULEMAN, M.; LATIF, M.; AHMAD, M. S.; YASMIN, S.; ASGHAR, K. Role of radio communication and adoption of modern agricultural technology: a study of farmers in district Jhang, Punjab-Pakistan. Pakistan Journal of Agricultural Sciences, v. 58, n. 2, p. 731-738, 2021. Doi: https://doi.org/10.21162/PAKJAS/21.1101. https://doi.org/10.21162/PAKJAS/21.1101...
	v) Teste de análise do solo;	Läpple, Renwick e Thorne (2015)LÄPPLE, D.; RENWICK, A.; THORNE, F. Measuring and understanding the drivers of agricultural innovation: evidence from Ireland. Food Policy, v. 51, p. 1-8, 2015. Doi: https://doi.org/10.1016/j.foodpol.2014.11.003. https://doi.org/10.1016/j.foodpol.2014.1... ; Bernal-Hernández, Ramirez e Mosquera-Montoya (2021)BERNAL-HERNÁNDEZ, P.; RAMIREZ, M.; MOSQUERA-MONTOYA, M. Formal rules and its role in centralised-diffusion systems: a study of small-scale producers of oil palm in Colombia. Journal of Rural Studies, v. 83, p. 215-225, 2021. Doi: https://doi.org/10.1016/j.jrurstud.2020.11.006. https://doi.org/10.1016/j.jrurstud.2020....
	vi) Rádio.	*Salik et al.* (2021)**SALIK, M. H.; TANWIR, F.; SABOOR, A.; AKRAM, M. B.; ANJUM, F.; MEHDI, M.; ASHRAF, I.; NAAZER, M. A.; SULEMAN, M.; LATIF, M.; AHMAD, M. S.; YASMIN, S.; ASGHAR, K. Role of radio communication and adoption of modern agricultural technology: a study of farmers in district Jhang, Punjab-Pakistan. Pakistan Journal of Agricultural Sciences, v. 58, n. 2, p. 731-738, 2021. Doi: https://doi.org/10.21162/PAKJAS/21.1101. https://doi.org/10.21162/PAKJAS/21.1101...
Controle de ervas daninhas e pragas	i) Uso de defensivos;	Isaac (2012)ISAAC, M. E. Agricultural information exchange and organizational ties: the effect of network topology on managing agrodiversity. Agricultural Systems, v. 109, p. 9-15, 2012. Doi: https://doi.org/10.1016/j.agsy.2012.01.011. https://doi.org/10.1016/j.agsy.2012.01.0...
	ii) Monitoramento de árvores doentes;	Bernal-Hernández, Ramirez e Mosquera-Montoya (2021)BERNAL-HERNÁNDEZ, P.; RAMIREZ, M.; MOSQUERA-MONTOYA, M. Formal rules and its role in centralised-diffusion systems: a study of small-scale producers of oil palm in Colombia. Journal of Rural Studies, v. 83, p. 215-225, 2021. Doi: https://doi.org/10.1016/j.jrurstud.2020.11.006. https://doi.org/10.1016/j.jrurstud.2020....
	iii) Manejo integrado de pragas.	Jones-Garcia e Krishna (2021)JONES-GARCIA, E.; KRISHNA, V. V. Farmer adoption of sustainable intensification Technologies in the maize systems of the Global South: a review. Agronomy for Sustainable Development, v. 41, n. 8, p. 1-20, 2021. Doi: https://doi.org/10.1007/s13593-020-00658-9. https://doi.org/10.1007/s13593-020-00658...
Intensificação Sustentável	i) Uso de fertilizantes químicos e orgânicos;	Isaac (2012)ISAAC, M. E. Agricultural information exchange and organizational ties: the effect of network topology on managing agrodiversity. Agricultural Systems, v. 109, p. 9-15, 2012. Doi: https://doi.org/10.1016/j.agsy.2012.01.011. https://doi.org/10.1016/j.agsy.2012.01.0... ; Bernal-Hernández, Ramirez e Mosquera-Montoya (2021)BERNAL-HERNÁNDEZ, P.; RAMIREZ, M.; MOSQUERA-MONTOYA, M. Formal rules and its role in centralised-diffusion systems: a study of small-scale producers of oil palm in Colombia. Journal of Rural Studies, v. 83, p. 215-225, 2021. Doi: https://doi.org/10.1016/j.jrurstud.2020.11.006. https://doi.org/10.1016/j.jrurstud.2020.... ; Jones-Garcia e Krishna (2021)JONES-GARCIA, E.; KRISHNA, V. V. Farmer adoption of sustainable intensification Technologies in the maize systems of the Global South: a review. Agronomy for Sustainable Development, v. 41, n. 8, p. 1-20, 2021. Doi: https://doi.org/10.1007/s13593-020-00658-9. https://doi.org/10.1007/s13593-020-00658... ; Mulwa, Muyanga e Visser (2021)MULWA, C. K.; MUYANGA, M.; VISSER, M. The role of large traders in driving sustainable agricultural intensification in smallholder farms: evidence from Kenya. Agricultural Economics, v. 52, n. 2, p. 329-341, 2021. Doi: https://doi.org/10.1111/agec.12621. https://doi.org/10.1111/agec.12621... ; *Salik et al.* (2021)**SALIK, M. H.; TANWIR, F.; SABOOR, A.; AKRAM, M. B.; ANJUM, F.; MEHDI, M.; ASHRAF, I.; NAAZER, M. A.; SULEMAN, M.; LATIF, M.; AHMAD, M. S.; YASMIN, S.; ASGHAR, K. Role of radio communication and adoption of modern agricultural technology: a study of farmers in district Jhang, Punjab-Pakistan. Pakistan Journal of Agricultural Sciences, v. 58, n. 2, p. 731-738, 2021. Doi: https://doi.org/10.21162/PAKJAS/21.1101. https://doi.org/10.21162/PAKJAS/21.1101...
	ii) Sementes melhoradas geneticamente;	*Zakaria et al.* (2020)ZAKARIA, A.; AZUMAH, S. B.; APPIAH-TWUMASI, M.; DAGUNGA, G. Adoption of climate-smart agricultural practices among farm households in Ghana: the role of farmer participation in training programmes. Technology in Society, v. 63, e101338, 2020. Doi: https://doi.org/10.1016/j.techsoc.2020.101338. https://doi.org/10.1016/j.techsoc.2020.1... ; Kumar et al. (2021)KUMAR, A.; HAZRANA, J.; NEGI, D. S.; BIRTHAL, P. S.; TRIPATHI, G. Understanding the geographic pattern of diffusion of modern crop varieties in India: a multilevel modeling approach. Food Security, v. 13, p. 637-651, 2021. Doi: https://doi.org/10.1007/s12571-020-01114-y. https://doi.org/10.1007/s12571-020-01114... ; Jones-Garcia e Krishna (2021)JONES-GARCIA, E.; KRISHNA, V. V. Farmer adoption of sustainable intensification Technologies in the maize systems of the Global South: a review. Agronomy for Sustainable Development, v. 41, n. 8, p. 1-20, 2021. Doi: https://doi.org/10.1007/s13593-020-00658-9. https://doi.org/10.1007/s13593-020-00658... ; Mulwa, Muyanga e Visser (2021)MULWA, C. K.; MUYANGA, M.; VISSER, M. The role of large traders in driving sustainable agricultural intensification in smallholder farms: evidence from Kenya. Agricultural Economics, v. 52, n. 2, p. 329-341, 2021. Doi: https://doi.org/10.1111/agec.12621. https://doi.org/10.1111/agec.12621... ; Salik et al. (2021)**SALIK, M. H.; TANWIR, F.; SABOOR, A.; AKRAM, M. B.; ANJUM, F.; MEHDI, M.; ASHRAF, I.; NAAZER, M. A.; SULEMAN, M.; LATIF, M.; AHMAD, M. S.; YASMIN, S.; ASGHAR, K. Role of radio communication and adoption of modern agricultural technology: a study of farmers in district Jhang, Punjab-Pakistan. Pakistan Journal of Agricultural Sciences, v. 58, n. 2, p. 731-738, 2021. Doi: https://doi.org/10.21162/PAKJAS/21.1101. https://doi.org/10.21162/PAKJAS/21.1101...
	iii) Consórcio de culturas;	*Nankya et al.* (2017)NANKYA, R.; MULUMBA, J. W.; CARACCIOLO, F.; RAIMONDO, M.; SCHIAVELLO, F.; GOTOR, E.; KIKULWE, E.; JARVIS, D. I. Yield perceptions, determinants and adoption impact of farm varietal mixtures for common bean and banana in Uganda. Sustainability, v. 9, n. 8, p. 1-15, 2017. Doi: https://doi.org/10.3390/su9081321. https://doi.org/10.3390/su9081321... ; Jones-Garcia e Krishna (2021)**JONES-GARCIA, E.; KRISHNA, V. V. Farmer adoption of sustainable intensification Technologies in the maize systems of the Global South: a review. Agronomy for Sustainable Development, v. 41, n. 8, p. 1-20, 2021. Doi: https://doi.org/10.1007/s13593-020-00658-9. https://doi.org/10.1007/s13593-020-00658...
	iv) Rotação de culturas;	Jones-Garcia e Krishna (2021)JONES-GARCIA, E.; KRISHNA, V. V. Farmer adoption of sustainable intensification Technologies in the maize systems of the Global South: a review. Agronomy for Sustainable Development, v. 41, n. 8, p. 1-20, 2021. Doi: https://doi.org/10.1007/s13593-020-00658-9. https://doi.org/10.1007/s13593-020-00658...
	v) Manejo do solo para a conservação dos nutrientes e da água;	*Brown et al.* (2016)BROWN, P.; HART, G.; SMALL, B.; MUNGUIA, O. M. O. Agents for diffusion of agricultural innovations for environmental outcomes. Land Use Policy, v. 55, p. 318-326, 2016. Doi: https://doi.org/10.1016/j.landusepol.2016.04.017. https://doi.org/10.1016/j.landusepol.201... ; Brown e Roper (2017)BROWN, P.; ROPER, S. Innovation and networks in New Zealand farming. The Australian Journal of Agricultural and Resource Economics, v. 61, n. 3, p. 422-442, 2017. Doi: https://doi.org/10.1111/1467-8489.12211. https://doi.org/10.1111/1467-8489.12211... ; Jones-Garcia e Krishna (2021)**JONES-GARCIA, E.; KRISHNA, V. V. Farmer adoption of sustainable intensification Technologies in the maize systems of the Global South: a review. Agronomy for Sustainable Development, v. 41, n. 8, p. 1-20, 2021. Doi: https://doi.org/10.1007/s13593-020-00658-9. https://doi.org/10.1007/s13593-020-00658...
	vi) Agricultura de conservação, por exemplo, os sistemas agroflorestais);	Isaac (2012)ISAAC, M. E. Agricultural information exchange and organizational ties: the effect of network topology on managing agrodiversity. Agricultural Systems, v. 109, p. 9-15, 2012. Doi: https://doi.org/10.1016/j.agsy.2012.01.011. https://doi.org/10.1016/j.agsy.2012.01.0... ; Jones-Garcia e Krishna (2021)JONES-GARCIA, E.; KRISHNA, V. V. Farmer adoption of sustainable intensification Technologies in the maize systems of the Global South: a review. Agronomy for Sustainable Development, v. 41, n. 8, p. 1-20, 2021. Doi: https://doi.org/10.1007/s13593-020-00658-9. https://doi.org/10.1007/s13593-020-00658...
	vii) Mudança na data de plantio;	*Zakaria et al. (2020)*ZAKARIA, A.; AZUMAH, S. B.; APPIAH-TWUMASI, M.; DAGUNGA, G. Adoption of climate-smart agricultural practices among farm households in Ghana: the role of farmer participation in training programmes. Technology in Society, v. 63, e101338, 2020. Doi: https://doi.org/10.1016/j.techsoc.2020.101338. https://doi.org/10.1016/j.techsoc.2020.1...
	viii) Adubação verde;	*Zakaria et al. (2020)*ZAKARIA, A.; AZUMAH, S. B.; APPIAH-TWUMASI, M.; DAGUNGA, G. Adoption of climate-smart agricultural practices among farm households in Ghana: the role of farmer participation in training programmes. Technology in Society, v. 63, e101338, 2020. Doi: https://doi.org/10.1016/j.techsoc.2020.101338. https://doi.org/10.1016/j.techsoc.2020.1...
	ix) Cultivo de culturas de cobertura;	*Zakaria et al.* (2020)ZAKARIA, A.; AZUMAH, S. B.; APPIAH-TWUMASI, M.; DAGUNGA, G. Adoption of climate-smart agricultural practices among farm households in Ghana: the role of farmer participation in training programmes. Technology in Society, v. 63, e101338, 2020. Doi: https://doi.org/10.1016/j.techsoc.2020.101338. https://doi.org/10.1016/j.techsoc.2020.1... ; Yoder et al. (2021)**YODER, L.; HOUSER, M.; BRUCE, A.; SULLIVAN, A.; FARMER, J. Are climate risks encouraging cover crop adoption among farmers in the southern Wabash River Basin? Land Use Policy, v. 102, e105268, 2021. Doi: https://doi.org/10.1016/j.landusepol.2020.105268. https://doi.org/10.1016/j.landusepol.202...
	x) Técnicas de aprimoramento do processo produtivo.	Isaac (2012)ISAAC, M. E. Agricultural information exchange and organizational ties: the effect of network topology on managing agrodiversity. Agricultural Systems, v. 109, p. 9-15, 2012. Doi: https://doi.org/10.1016/j.agsy.2012.01.011. https://doi.org/10.1016/j.agsy.2012.01.0... ; *Ashraf et al. (2015)ASHRAF, S.; KHAN, G. A.; ALI, S.; IFTIKHAR, M. Socio-economic determinants of the awareness and adoption of citrus production practices in Pakistan. Ciência Rural, v. 45, n. 9, p. 1701-1706, 2015. Doi: https://doi.org/10.1590/0103-8478cr20131227. https://doi.org/10.1590/0103-8478cr20131... ; Enriquez-Sanchez et al. (2017)ENRIQUEZ-SANCHEZ, J.; MUNOZ-RODRIGUEZ, M.; ALTAMIRANO-CARDENAS, J. R.; GANTE, A. V. Activation process analysis of the localized agri-food system using social networks. Czech Academy of Agricultural Sciences, v. 63, p. 121-135, 2017. Doi: https://doi.org/10.17221/254/2015-AGRICECON. https://doi.org/10.17221/254/2015-AGRICE... ; Siqueira et al. (2021)*SIQUEIRA, T. T. S.; GALLIANO, D.; NGUYEN, G.; BÁNKUTI, F. I. Organizations forms and agri-environmental practices: the case of Brazilian dairy farms. Sustainability, v. 13, n. 7, p. 1-19, 2021. Doi: https://doi.org/10.3390/su13073762. https://doi.org/10.3390/su13073762...

Categorias	Fator	Variável	Autores
Características do produtor rural	Nível de escolaridade do produtor rural	X1	Läpple, Renwick e Thorne (2015)LÄPPLE, D.; RENWICK, A.; THORNE, F. Measuring and understanding the drivers of agricultural innovation: evidence from Ireland. Food Policy, v. 51, p. 1-8, 2015. Doi: https://doi.org/10.1016/j.foodpol.2014.11.003. https://doi.org/10.1016/j.foodpol.2014.1... ; *Ashraf et al.* (2015)ASHRAF, S.; KHAN, G. A.; ALI, S.; IFTIKHAR, M. Socio-economic determinants of the awareness and adoption of citrus production practices in Pakistan. Ciência Rural, v. 45, n. 9, p. 1701-1706, 2015. Doi: https://doi.org/10.1590/0103-8478cr20131227. https://doi.org/10.1590/0103-8478cr20131... ; Brown et al. (2016)BROWN, P.; HART, G.; SMALL, B.; MUNGUIA, O. M. O. Agents for diffusion of agricultural innovations for environmental outcomes. Land Use Policy, v. 55, p. 318-326, 2016. Doi: https://doi.org/10.1016/j.landusepol.2016.04.017. https://doi.org/10.1016/j.landusepol.201... ; Brown e Roper (2017)BROWN, P.; ROPER, S. Innovation and networks in New Zealand farming. The Australian Journal of Agricultural and Resource Economics, v. 61, n. 3, p. 422-442, 2017. Doi: https://doi.org/10.1111/1467-8489.12211. https://doi.org/10.1111/1467-8489.12211... ; Mulwa, Muyanga e Visser (2021)**MULWA, C. K.; MUYANGA, M.; VISSER, M. The role of large traders in driving sustainable agricultural intensification in smallholder farms: evidence from Kenya. Agricultural Economics, v. 52, n. 2, p. 329-341, 2021. Doi: https://doi.org/10.1111/agec.12621. https://doi.org/10.1111/agec.12621... .
	Posse da terra	X2	Jones-Garcia e Krishna (2021)JONES-GARCIA, E.; KRISHNA, V. V. Farmer adoption of sustainable intensification Technologies in the maize systems of the Global South: a review. Agronomy for Sustainable Development, v. 41, n. 8, p. 1-20, 2021. Doi: https://doi.org/10.1007/s13593-020-00658-9. https://doi.org/10.1007/s13593-020-00658... ; Mulwa, Muyanga e Visser (2021)MULWA, C. K.; MUYANGA, M.; VISSER, M. The role of large traders in driving sustainable agricultural intensification in smallholder farms: evidence from Kenya. Agricultural Economics, v. 52, n. 2, p. 329-341, 2021. Doi: https://doi.org/10.1111/agec.12621. https://doi.org/10.1111/agec.12621... .
	Tamanho da família	X3	*Zakaria et al.* (2020)ZAKARIA, A.; AZUMAH, S. B.; APPIAH-TWUMASI, M.; DAGUNGA, G. Adoption of climate-smart agricultural practices among farm households in Ghana: the role of farmer participation in training programmes. Technology in Society, v. 63, e101338, 2020. Doi: https://doi.org/10.1016/j.techsoc.2020.101338. https://doi.org/10.1016/j.techsoc.2020.1... ; Kumar et al. (2021)**KUMAR, A.; HAZRANA, J.; NEGI, D. S.; BIRTHAL, P. S.; TRIPATHI, G. Understanding the geographic pattern of diffusion of modern crop varieties in India: a multilevel modeling approach. Food Security, v. 13, p. 637-651, 2021. Doi: https://doi.org/10.1007/s12571-020-01114-y. https://doi.org/10.1007/s12571-020-01114... .
	Sexo	X4	*Brown et al. (2016)*BROWN, P.; HART, G.; SMALL, B.; MUNGUIA, O. M. O. Agents for diffusion of agricultural innovations for environmental outcomes. Land Use Policy, v. 55, p. 318-326, 2016. Doi: https://doi.org/10.1016/j.landusepol.2016.04.017. https://doi.org/10.1016/j.landusepol.201...
	Experiência na atividade agropecuária	X5	*Kumar et al.* (2021)**KUMAR, A.; HAZRANA, J.; NEGI, D. S.; BIRTHAL, P. S.; TRIPATHI, G. Understanding the geographic pattern of diffusion of modern crop varieties in India: a multilevel modeling approach. Food Security, v. 13, p. 637-651, 2021. Doi: https://doi.org/10.1007/s12571-020-01114-y. https://doi.org/10.1007/s12571-020-01114...
	Robustez financeira	X6	*Brown et al.* (2016)**BROWN, P.; HART, G.; SMALL, B.; MUNGUIA, O. M. O. Agents for diffusion of agricultural innovations for environmental outcomes. Land Use Policy, v. 55, p. 318-326, 2016. Doi: https://doi.org/10.1016/j.landusepol.2016.04.017. https://doi.org/10.1016/j.landusepol.201...
Características da propriedade rural	Tamanho da propriedade	X7	*Ashraf et al.* (2015)ASHRAF, S.; KHAN, G. A.; ALI, S.; IFTIKHAR, M. Socio-economic determinants of the awareness and adoption of citrus production practices in Pakistan. Ciência Rural, v. 45, n. 9, p. 1701-1706, 2015. Doi: https://doi.org/10.1590/0103-8478cr20131227. https://doi.org/10.1590/0103-8478cr20131... ; Läpple, Renwick e Thorne (2015)LÄPPLE, D.; RENWICK, A.; THORNE, F. Measuring and understanding the drivers of agricultural innovation: evidence from Ireland. Food Policy, v. 51, p. 1-8, 2015. Doi: https://doi.org/10.1016/j.foodpol.2014.11.003. https://doi.org/10.1016/j.foodpol.2014.1... ; Brown et al. (2016)BROWN, P.; HART, G.; SMALL, B.; MUNGUIA, O. M. O. Agents for diffusion of agricultural innovations for environmental outcomes. Land Use Policy, v. 55, p. 318-326, 2016. Doi: https://doi.org/10.1016/j.landusepol.2016.04.017. https://doi.org/10.1016/j.landusepol.201... ; Giua, Materia e Camanzi (2021)**GIUA, C.; MATERIA, V. C.; CAMANZI, L. Management information system adoption at the farm level: evidence from the literature. British Food Journal, v. 123, n. 3, p. 884-909, 2021. Doi: https://doi.org/10.1108/BFJ-05-2020-0420. https://doi.org/10.1108/BFJ-05-2020-0420... .
	Presença de equipamento tecnológico na propriedade	X8	*Leib et al.* (2002)LEIB, B. G.; HATTENDORF, M.; ELLIOTT, T.; MATTHEWS, G. Adoption and adaptation of scientific irrigation scheduling: trends from Washington, USA as of 1998. Agricultural Water Management, v. 55, n. 2, p. 105-120, 2002. Doi: https://doi.org/10.1016/S0378-3774(01)00191-3. https://doi.org/10.1016/S0378-3774(01)00... ; Filippini et al. (2020)FILIPPINI, R.; MARESCOTTI, M. E.; DEMARTINI, E.; GAVIGLIO, A. Social networks as drivers for technology adoption: a study from a rural mountain area in Italy. Sustainability, v. 12, n. 22, p. 1-18, 2020. Doi: https://doi.org/10.3390/su12229392. https://doi.org/10.3390/su12229392... ; Giua, Materia e Camanzi (2021)GIUA, C.; MATERIA, V. C.; CAMANZI, L. Management information system adoption at the farm level: evidence from the literature. British Food Journal, v. 123, n. 3, p. 884-909, 2021. Doi: https://doi.org/10.1108/BFJ-05-2020-0420. https://doi.org/10.1108/BFJ-05-2020-0420... ; Jones-Garcia e Krishna (2021)JONES-GARCIA, E.; KRISHNA, V. V. Farmer adoption of sustainable intensification Technologies in the maize systems of the Global South: a review. Agronomy for Sustainable Development, v. 41, n. 8, p. 1-20, 2021. Doi: https://doi.org/10.1007/s13593-020-00658-9. https://doi.org/10.1007/s13593-020-00658... ; Salik et al. (2021)**SALIK, M. H.; TANWIR, F.; SABOOR, A.; AKRAM, M. B.; ANJUM, F.; MEHDI, M.; ASHRAF, I.; NAAZER, M. A.; SULEMAN, M.; LATIF, M.; AHMAD, M. S.; YASMIN, S.; ASGHAR, K. Role of radio communication and adoption of modern agricultural technology: a study of farmers in district Jhang, Punjab-Pakistan. Pakistan Journal of Agricultural Sciences, v. 58, n. 2, p. 731-738, 2021. Doi: https://doi.org/10.21162/PAKJAS/21.1101. https://doi.org/10.21162/PAKJAS/21.1101... .
	Qualidade do solo	X9	*Kumar et al.* (2021)**KUMAR, A.; HAZRANA, J.; NEGI, D. S.; BIRTHAL, P. S.; TRIPATHI, G. Understanding the geographic pattern of diffusion of modern crop varieties in India: a multilevel modeling approach. Food Security, v. 13, p. 637-651, 2021. Doi: https://doi.org/10.1007/s12571-020-01114-y. https://doi.org/10.1007/s12571-020-01114...
	Usos distintos da terra	X10	*Brown et al.* (2016)**BROWN, P.; HART, G.; SMALL, B.; MUNGUIA, O. M. O. Agents for diffusion of agricultural innovations for environmental outcomes. Land Use Policy, v. 55, p. 318-326, 2016. Doi: https://doi.org/10.1016/j.landusepol.2016.04.017. https://doi.org/10.1016/j.landusepol.201...
Características do ambiente socioeconômico	Participação em organizações coletivas	X11	Isaac (2012)ISAAC, M. E. Agricultural information exchange and organizational ties: the effect of network topology on managing agrodiversity. Agricultural Systems, v. 109, p. 9-15, 2012. Doi: https://doi.org/10.1016/j.agsy.2012.01.011. https://doi.org/10.1016/j.agsy.2012.01.0... ; *Enriquez-Sanchez et al.* (2017)ENRIQUEZ-SANCHEZ, J.; MUNOZ-RODRIGUEZ, M.; ALTAMIRANO-CARDENAS, J. R.; GANTE, A. V. Activation process analysis of the localized agri-food system using social networks. Czech Academy of Agricultural Sciences, v. 63, p. 121-135, 2017. Doi: https://doi.org/10.17221/254/2015-AGRICECON. https://doi.org/10.17221/254/2015-AGRICE... ; Nankya et al. (2017)NANKYA, R.; MULUMBA, J. W.; CARACCIOLO, F.; RAIMONDO, M.; SCHIAVELLO, F.; GOTOR, E.; KIKULWE, E.; JARVIS, D. I. Yield perceptions, determinants and adoption impact of farm varietal mixtures for common bean and banana in Uganda. Sustainability, v. 9, n. 8, p. 1-15, 2017. Doi: https://doi.org/10.3390/su9081321. https://doi.org/10.3390/su9081321... ; Filippini et al. (2020)FILIPPINI, R.; MARESCOTTI, M. E.; DEMARTINI, E.; GAVIGLIO, A. Social networks as drivers for technology adoption: a study from a rural mountain area in Italy. Sustainability, v. 12, n. 22, p. 1-18, 2020. Doi: https://doi.org/10.3390/su12229392. https://doi.org/10.3390/su12229392... ; Bernal-Hernández, Ramirez e Mosquera-Montoya (2021)BERNAL-HERNÁNDEZ, P.; RAMIREZ, M.; MOSQUERA-MONTOYA, M. Formal rules and its role in centralised-diffusion systems: a study of small-scale producers of oil palm in Colombia. Journal of Rural Studies, v. 83, p. 215-225, 2021. Doi: https://doi.org/10.1016/j.jrurstud.2020.11.006. https://doi.org/10.1016/j.jrurstud.2020.... ; Jones-Garcia e Krishna (2021)JONES-GARCIA, E.; KRISHNA, V. V. Farmer adoption of sustainable intensification Technologies in the maize systems of the Global South: a review. Agronomy for Sustainable Development, v. 41, n. 8, p. 1-20, 2021. Doi: https://doi.org/10.1007/s13593-020-00658-9. https://doi.org/10.1007/s13593-020-00658... ; Kumar et al. (2021)KUMAR, A.; HAZRANA, J.; NEGI, D. S.; BIRTHAL, P. S.; TRIPATHI, G. Understanding the geographic pattern of diffusion of modern crop varieties in India: a multilevel modeling approach. Food Security, v. 13, p. 637-651, 2021. Doi: https://doi.org/10.1007/s12571-020-01114-y. https://doi.org/10.1007/s12571-020-01114... ; Mulwa, Muyanga e Visser (2021)MULWA, C. K.; MUYANGA, M.; VISSER, M. The role of large traders in driving sustainable agricultural intensification in smallholder farms: evidence from Kenya. Agricultural Economics, v. 52, n. 2, p. 329-341, 2021. Doi: https://doi.org/10.1111/agec.12621. https://doi.org/10.1111/agec.12621... ; Siqueira et al. (2021)**SIQUEIRA, T. T. S.; GALLIANO, D.; NGUYEN, G.; BÁNKUTI, F. I. Organizations forms and agri-environmental practices: the case of Brazilian dairy farms. Sustainability, v. 13, n. 7, p. 1-19, 2021. Doi: https://doi.org/10.3390/su13073762. https://doi.org/10.3390/su13073762... .
	Acesso ao serviço de assistência técnica	X12	*Leib et al. (2002)LEIB, B. G.; HATTENDORF, M.; ELLIOTT, T.; MATTHEWS, G. Adoption and adaptation of scientific irrigation scheduling: trends from Washington, USA as of 1998. Agricultural Water Management, v. 55, n. 2, p. 105-120, 2002. Doi: https://doi.org/10.1016/S0378-3774(01)00191-3. https://doi.org/10.1016/S0378-3774(01)00... ; Isaac (2012)ISAAC, M. E. Agricultural information exchange and organizational ties: the effect of network topology on managing agrodiversity. Agricultural Systems, v. 109, p. 9-15, 2012. Doi: https://doi.org/10.1016/j.agsy.2012.01.011. https://doi.org/10.1016/j.agsy.2012.01.0... ; Bernal-Hernández, Ramirez e Mosquera-Montoya (2021)BERNAL-HERNÁNDEZ, P.; RAMIREZ, M.; MOSQUERA-MONTOYA, M. Formal rules and its role in centralised-diffusion systems: a study of small-scale producers of oil palm in Colombia. Journal of Rural Studies, v. 83, p. 215-225, 2021. Doi: https://doi.org/10.1016/j.jrurstud.2020.11.006. https://doi.org/10.1016/j.jrurstud.2020.... ; JonesGarcia e Krishna (2021); Kumar et al.* (2021)**KUMAR, A.; HAZRANA, J.; NEGI, D. S.; BIRTHAL, P. S.; TRIPATHI, G. Understanding the geographic pattern of diffusion of modern crop varieties in India: a multilevel modeling approach. Food Security, v. 13, p. 637-651, 2021. Doi: https://doi.org/10.1007/s12571-020-01114-y. https://doi.org/10.1007/s12571-020-01114... .
	Acesso ao crédito	X13	Läpple, Renwick e Thorne (2015)LÄPPLE, D.; RENWICK, A.; THORNE, F. Measuring and understanding the drivers of agricultural innovation: evidence from Ireland. Food Policy, v. 51, p. 1-8, 2015. Doi: https://doi.org/10.1016/j.foodpol.2014.11.003. https://doi.org/10.1016/j.foodpol.2014.1... ; *Kumar et al.* (2021)**KUMAR, A.; HAZRANA, J.; NEGI, D. S.; BIRTHAL, P. S.; TRIPATHI, G. Understanding the geographic pattern of diffusion of modern crop varieties in India: a multilevel modeling approach. Food Security, v. 13, p. 637-651, 2021. Doi: https://doi.org/10.1007/s12571-020-01114-y. https://doi.org/10.1007/s12571-020-01114... .
	Participação do produtor em programas de treinamento	X14	*Zakaria et al.* (2020)**ZAKARIA, A.; AZUMAH, S. B.; APPIAH-TWUMASI, M.; DAGUNGA, G. Adoption of climate-smart agricultural practices among farm households in Ghana: the role of farmer participation in training programmes. Technology in Society, v. 63, e101338, 2020. Doi: https://doi.org/10.1016/j.techsoc.2020.101338. https://doi.org/10.1016/j.techsoc.2020.1...
	Seguro agrícola	X15	*Zakaria et al.* (2020)**ZAKARIA, A.; AZUMAH, S. B.; APPIAH-TWUMASI, M.; DAGUNGA, G. Adoption of climate-smart agricultural practices among farm households in Ghana: the role of farmer participation in training programmes. Technology in Society, v. 63, e101338, 2020. Doi: https://doi.org/10.1016/j.techsoc.2020.101338. https://doi.org/10.1016/j.techsoc.2020.1...
Atributos da tecnologia	Usabilidade da tecnologia	X16	Giua, Materia e Camanzi (2021)GIUA, C.; MATERIA, V. C.; CAMANZI, L. Management information system adoption at the farm level: evidence from the literature. British Food Journal, v. 123, n. 3, p. 884-909, 2021. Doi: https://doi.org/10.1108/BFJ-05-2020-0420. https://doi.org/10.1108/BFJ-05-2020-0420...
Especificidades do setor agropecuário	Riscos agropecuários	X17	*Yoder et al.* (2021)**YODER, L.; HOUSER, M.; BRUCE, A.; SULLIVAN, A.; FARMER, J. Are climate risks encouraging cover crop adoption among farmers in the southern Wabash River Basin? Land Use Policy, v. 102, e105268, 2021. Doi: https://doi.org/10.1016/j.landusepol.2020.105268. https://doi.org/10.1016/j.landusepol.202...

[TFN1] Fonte: adaptado de Weersink e Fulton (2020, p. 7)WEERSINK, A.; FULTON, M. Limits to profit maximization as a guide to behavior change. Applied Economics Perspectives and Policy, v. 42, n. 1, p. 1-13, 2020. Doi: https://doi.org/10.1002/aepp.13004.
https://doi.org/10.1002/aepp.13004... .

[TFN2] Nota: (*) importância limitada; (**) importância moderada; e (***) alta importância no processo de adoção de tecnologia.

Brasil

Brasil

FATORES ASSOCIADOS À ADOÇÃO DE TECNOLOGIA NO SETOR AGROPECUÁRIO

FACTORS ASSOCIATED WITH THE ADOPTION OF TECHNOLOGY IN THE AGRICULTURAL SECTOR

FACTORES ASOCIADOS A LA ADOPCIÓN DE TECNOLOGÍA EN EL SECTOR AGROPECUARIO

RESUMO