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Using Genetic Programming to Identify Characteristics of Brazilian Regions in Relation to Rural Credit Allocation

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  • Adolfo Vicente Araújo

    (Department of Industrial Engineering, Federal University of Pernambuco, Recife 50670-901, Brazil)

  • Caroline Mota

    (Department of Industrial Engineering, Federal University of Pernambuco, Recife 50670-901, Brazil)

  • Sajid Siraj

    (Centre for Decision Research, Leeds University Business School, University of Leeds, Leeds LS2 9JT, UK)

Abstract

Rural credit policies have a strong impact on food production and food security. The attribution of credit policies to agricultural production is one of the main problems preventing the guarantee of agricultural expansion. In this work, we conduct family typology analysis applied to a set of research data to characterize different regions. Through genetic programming, a model was developed using user-defined terms to identify the importance and priority of each criterion used for each region. Access to credit results in economic growth and provides greater income for family farmers, as observed by the results obtained in the model for the Sul region. The Nordeste region indicates that the cost criterion is relevant, and according to previous studies, the Nordeste region has the highest number of family farming households and is also the region with the lowest economic growth. An important aspect discovered by this research is that the allocation of rural credit is not ideal. Another important aspect of the research is the challenge of capturing the degree of diversity across different regions, and the typology is limited in its ability to accurately represent all variations. Therefore, it was possible to characterize how credit is distributed across the country and the main factors that can influence access to credit.

Suggested Citation

  • Adolfo Vicente Araújo & Caroline Mota & Sajid Siraj, 2023. "Using Genetic Programming to Identify Characteristics of Brazilian Regions in Relation to Rural Credit Allocation," Agriculture, MDPI, vol. 13(5), pages 1-14, April.
    • Handle: RePEc:gam:jagris:v:13:y:2023:i:5:p:935-:d:1131463
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    1. Martin Petrick, 2005. "Empirical measurement of credit rationing in agriculture: a methodological survey," Agricultural Economics, International Association of Agricultural Economists, vol. 33(2), pages 191-203, September.
    2. Akpoti, Komlavi & Kabo-bah, Amos T. & Zwart, Sander J., 2019. "Agricultural land suitability analysis: State-of-the-art and outlooks for integration of climate change analysis," Agricultural Systems, Elsevier, vol. 173(C), pages 172-208.
    3. Ghinoi, Stefano & Wesz Junior, Valdemar João & Piras, Simone, 2018. "Political debates and agricultural policies: Discourse coalitions behind the creation of Brazil’s Pronaf," Land Use Policy, Elsevier, vol. 76(C), pages 68-80.
    4. de Souza Filho, Hildo Meirelles & Carrer, Marcelo José & Saes, Maria Sylvia Macchione & Gomes, Leonardo Augusto de Vasconcelos & Nicolella, Alexandre Chibebe, 2019. "Performance heterogeneity and strategic orientation: An analysis of small farmers of an agrarian reform project in Brazil," Land Use Policy, Elsevier, vol. 86(C), pages 23-30.
    5. Fanqi Zou & Tinghui Li, 2022. "The Impact of Agricultural Ecological Capital Investment on the Development of Green Circular Economy," Agriculture, MDPI, vol. 12(4), pages 1-21, March.
    6. Abdallah, Patrízia R. & Sumaila, Ussif R., 2007. "An historical account of Brazilian public policy on fisheries subsidies," Marine Policy, Elsevier, vol. 31(4), pages 444-450, July.
    7. Catherine Guirkinger & Stephen R. Boucher, 2008. "Credit constraints and productivity in Peruvian agriculture," Agricultural Economics, International Association of Agricultural Economists, vol. 39(3), pages 295-308, November.
    8. Jung, Suhyun & Rasmussen, Laura Vang & Watkins, Cristy & Newton, Peter & Agrawal, Arun, 2017. "Brazil's National Environmental Registry of Rural Properties: Implications for Livelihoods," Ecological Economics, Elsevier, vol. 136(C), pages 53-61.
    9. Parra-Lopez, Carlos & Calatrava-Requena, Javier & de-Haro-Gimenez, Tomas, 2008. "A systemic comparative assessment of the multifunctional performance of alternative olive systems in Spain within an AHP-extended framework," Ecological Economics, Elsevier, vol. 64(4), pages 820-834, February.
    10. Kobrich, C. & Rehman, T. & Khan, M., 2003. "Typification of farming systems for constructing representative farm models: two illustrations of the application of multi-variate analyses in Chile and Pakistan," Agricultural Systems, Elsevier, vol. 76(1), pages 141-157, April.
    11. Odum, Howard T. & Odum, Elisabeth C., 2006. "The prosperous way down," Energy, Elsevier, vol. 31(1), pages 21-32.
    12. David Uribe & Davide Geneletti & Rafael F. Del Castillo & Francesco Orsi, 2014. "Integrating Stakeholder Preferences and GIS-Based Multicriteria Analysis to Identify Forest Landscape Restoration Priorities," Sustainability, MDPI, vol. 6(2), pages 1-17, February.
    13. Touseef Ahmed Khan & Fahem Ahmed Khan & Qristin Violinda & Ilyas Aasir & Sun Jian, 2020. "Microfinance Facility for Rural Women Entrepreneurs in Pakistan: An Empirical Analysis," Agriculture, MDPI, vol. 10(3), pages 1-17, February.
    14. Tsonkova, Penka & Böhm, Christian & Quinkenstein, Ansgar & Freese, Dirk, 2015. "Application of partial order ranking to identify enhancement potentials for the provision of selected ecosystem services by different land use strategies," Agricultural Systems, Elsevier, vol. 135(C), pages 112-121.
    15. Eduardo Rodrigues de Castro & Erly Cardoso Teixeira, 2012. "Rural credit and agricultural supply in Brazil," Agricultural Economics, International Association of Agricultural Economists, vol. 43(3), pages 293-302, May.
    16. Christiaan Grootaert & Gi-Taik Oh & Anand Swamy, 2002. "Social Capital, Household Welfare and Poverty in Burkina Faso," Journal of African Economies, Centre for the Study of African Economies, vol. 11(1), pages 4-38, March.
    17. Jezeer, Rosalien E. & Santos, Maria J. & Boot, René G.A. & Junginger, Martin & Verweij, Pita A., 2018. "Effects of shade and input management on economic performance of small-scale Peruvian coffee systems," Agricultural Systems, Elsevier, vol. 162(C), pages 179-190.
    18. Kirikkaleli, Dervis & Athari, Seyed Alireza, 2020. "Time-frequency co-movements between bank credit supply and economic growth in an emerging market: Does the bank ownership structure matter?," The North American Journal of Economics and Finance, Elsevier, vol. 54(C).
    19. Fitz, Dylan, 2018. "Evaluating the impact of market-assisted land reform in Brazil," World Development, Elsevier, vol. 103(C), pages 255-267.
    20. Jizhou Zhang & Xiaojing Li & Shouhong Xie & Xianli Xia, 2022. "Research on the Influence Mechanism of Land Tenure Security on Farmers’ Cultivated Land Non-Grain Behavior," Agriculture, MDPI, vol. 12(10), pages 1-15, October.
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