Clustering countries of the world according to their business practices in agriculture
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DOIhttp://dx.doi.org/10.21511/ppm.22(2).2024.27
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Article InfoVolume 22 2024, Issue #2, pp. 352-364
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The study aims to cluster countries worldwide by business practices in the agrosector to reveal trends and specifics in applying sustainable methods in agrobusiness management. The analysis covers 26 countries from the OECD database as of 2021. The Word and k-means clustering methods are based on General Services Support Estimate indicators from the OECD: share of agricultural knowledge and innovation system, share of inspection and control, share of development and maintenance of infrastructure, share of cost of public stockholding, which has a determining, statistically significant influence on the formation of clusters. The first cluster included three Asian countries; China is the leader (share of agricultural knowledge and innovation system – 6,529.7 million USD, share of inspection and control – 3177.9 million USD, share of development and maintenance of infrastructure – 12,874.7 million USD, share of cost of public stockholding – 14,668.5 million USD). The second cluster comprised six countries, with the USA as the leader (share of agricultural knowledge and innovation system – 2,908.4 million USD, share of inspection and control – 1,298.0 million USD, share of development and maintenance of infrastructure – 2,392.5 million USD). The third cluster has 17 countries, with Canada being singled out (share of inspection and control – 631.8 million USD and share of agricultural knowledge and innovation system – 683.1 million USD). The results indicate the diversity of countries’ approaches to support and develop their agrosector. Advanced Asian countries and the US invest significant resources in innovation, infrastructure development, and quality control, underscoring their commitment to food security, efficiency, and sustainability.
- Keywords
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JEL Classification (Paper profile tab)O13, Q01, Q18
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References60
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Tables3
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Figures7
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- Figure 1. Dendrogram of redistribution of countries between clusters according to Ward’s method
- Figure 2. Average values of indicators GSSE1-GSSE6 within selected clusters by k-means clustering method
- Figure 3. Dendrogram of the redistribution of countries between clusters according to the Ward method with GSSE4 and GSSE6 indicators excluded
- Figure 4. Average values of indicators GSSE1-GSSE3 and GSSE5 within selected clusters by k-means clustering method
- Figure 5. Clustering GSSE1-GSSE3 and GSSE5 indicators for the countries included in the first cluster
- Figure 6. Clustering GSSE1-GSSE3 and GSSE5 indicators for countries included in the second cluster
- Figure 7. Clustering GSSE1-GSSE3 and GSSE5 indicators for countries included in the third cluster
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- Table 1. Input data
- Table 2. Variance analysis
- Table 3. Variance analysis excluding GSSE4 and GSSE6
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- Ackermann, M. N., Buonomo, M., Muñoz, G., Cortelezzi, A., Barboza, N., & García, F. (2018). Análisis de las políticas agropecuarias en Uruguay: Cuantificación de los apoyos específicos 2014–2016 y su vinculación con las emisiones de gases de efecto invernadero [Analysis of agricultural policies in Uruguay: Quantification of specific supports 2014–2016 and its impact of greenhouse gas emissions]. Informes de Política Agropecuaria. (In Spanish).
- Andrișan, G., & Modreanu, A. (2022). An overview of the fourth industrial revolution through the business lens. Business Ethics and Leadership, 6(1), 39-46.
- Babenko, V., Zomchak, L., Nehrey, M., Salem, A. B. M., & Nakisko, O. (2022). Agritech startup ecosystem in Ukraine: Ideas and realization. In Digital Transformation Technology: Proceedings of ITAF 2020 (pp. 311-322). Springer.
- Belinska, Y., Matvejciuk, L., Shmygol, N., Pulina, T., & Antoniuk, D. (2021). EU agricultural policy and its role in smoothing the sustainable development of the EU’s agricultural areas. IOP Conference Series: Earth and Environmental Science, 628(1), Article 012030.
- Berezhnytska, U., Dobrovolska, O., Uniiat, L., Shevchenko, A., Horiashchenko, Y., & Halaz, L. (2022). Institutional principles of intensifying the innovative development of small and medium agribusiness. Journal of Agriculture and Crops, 8(4), 275-282.
- Bhandari, M. P. (2023). The fundamental principles of social sciences. Business Ethics and Leadership, 7(2), 73-86.
- Bilan, Y., Brychko, M., Buriak, A., & Vasilyeva, T. (2019). Financial, business and trust cycles: The issues of synchronization. Zbornik Radova Ekonomskog Fakultet Au Rijeci, 37(1), 113-138.
- Bilan, Y., Lyeonov, S., Vasylieva, T., & Samusevych, Y. (2018). Does tax competition for capital define entrepreneurship trends in Eastern Europe? Online Journal Modelling the New Europe, 27, 34-66.
- Bouchafaa, B., Kherchi-Medjden, H., & Rouaski, K. (2023). Is wheat self-sufficiency in Algeria, a myth? SocioEconomic Challenges, 7(1), 52-58.
- Brychko, M., Bilan, Y., Lyeonov, S., & Streimikiene, D. (2023). Do changes in the business environment and sustainable development really matter for enhancing enterprise development? Sustainable Development, 31(2), 587-599.
- Chalajour, M., & Nashroodkoli, P. S. (2022). A review and analysis of agricultural support policies in OECD countries (1995–2015). International Journal of Health Sciences, 6(S1), 12685-12708.
- Darchia, S. (2022). Business-process for investment activity. Financial Markets, Institutions and Risks, 6(1), 46-49.
- Davydenko, N., Wasilewska, N., Boiko, S., & Wasilewski, M. (2022). Development of rural areas in Ukraine in the context of decentralization: An empirical study. Sustainability, 14(11), Article 6730.
- DeBoe, G. (2020). Impacts of agricultural policies on productivity and sustainability performance in agriculture: A literature review (OECD Food, Agriculture and Fisheries Papers No. 141). Paris: OECD Publishing.
- Dobrovolska, O., & Espejo, J. M. R. (2018). Ukrainian organic products market: State and prospects of development. Innovative Marketing, 14(2), 16-25.
- Dotsenko, T., Dvořák, M., Lyeonov, S., & Kovács, A. (2023). Socially relevant factors of organizational mortality of enterprises: Context of corporate sustainability in European countries. Economics & Sociology, 16(1), 299-314.
- El Fallahi, F., Ibenrissoul, A., & El Amri, A. (2023). Defining and measuring overall performance in emerging countries: A comprehensive financial perspective review. Financial Markets, Institutions and Risks, 7(3), 81-93.
- FAO, IFAD, UNICEF, WFP, & WHO. (2023). The state of food security and nutrition in the world 2023: Urbanization, agrifood systems transformation and healthy diets across the rural–urban continuum. Rome, Italy.
- Food Systems Countdown Initiative. (2023). The food systems countdown report 2023: The state of food systems worldwide. New York: Columbia University; Ithaca: Cornell University; Rome: Food and Agriculture Organization of the United Nations (FAO); Geneva: Global Alliance for Improved Nutrition (GAIN).
- Hadouga, H. (2023). Leadership in agriculture: Artificial intelligence for modelling and forecasting growth in the industry. Business Ethics and Leadership, 7(3), 13-19.
- Hakobyan, N., Dabaghyan, A., & Khachatryan, A. (2022). Strategies of post-war anomie’s overcoming in the fields of social interactions and business. Business Ethics and Leadership, 6(3), 105-112.
- Juhászová, Z., Marci, A., Zhuravka, O., Sidelnyk, N., Boyko, A., & Vasylieva, T. (2023). Modeling the structural relationships between the dynamics of agricultural insurance, the agrarian sector and the level of food security in Ukraine. Financial and Credit Activity Problems of Theory and Practice, 4(51), 230-244.
- Kaya, H. D. (2023). The global crisis, government contracts, licensing and corruption. SocioEconomic Challenges, 7(4), 1-7.
- Khalatur, S., Kachula, S., Oleksiuk, V., Kravchenko, M., & Klymenko, S. (2023). Anti-crisis management as a basis for the formation of a financial mechanism for the sustainable development of agricultural business. Financial and Credit Activity Problems of Theory and Practice, 5(52), 413-432.
- Koibichuk, V., Bozenko, V., Dziubenko, O., Petryk, S., Drozd, S., & Lieonov, S. (2022). Business efficiency: Macro and micro dimensions. Financial and Credit Activity Problems of Theory and Practice, 5(46), 407-416.
- Kolesnik, Y., Dobrovolska, O., Malyuta, I., Petrova, A., & Shulyak, S. (2019). The investment model of fixed assets renovation in the agricultural industry: Case of Ukraine. Investment Management and Financial Innovations, 16(4), 229-239.
- Kolosok, S., Lyeonov, S., Voronenko, I., Goncharenko, O., Maksymova, J., & Chumak, O. (2022). Sustainable business models and IT innovation: The case of the REMIT. Journal of Information Technology Management, 14(sp), 147-156.
- Kułyk, P. (2019). Changes in the system of agriculture financial support in EU countries. Proceedings of the 33rd International Business Information Management Association Conference: Education Excellence and Innovation Management through Vision 2020 (pp. 2995-3006).
- Kuzior, A. (2010). Polish and German experiences in planning and implementation of sustainable development. Problemy Ekorozwoju, 5(1), 81-89.
- Kuzior, A., & Lobanova, A. (2020). Tools of information and communication technologies in ecological marketing under conditions of sustainable development in industrial regions (Through examples of Poland and Ukraine). Journal of Risk and Financial Management, 13(10), Article 238.
- Kuzior, A., Arefieva, O., Poberezhna, Z., & Ihumentsev, O. (2022). The mechanism of forming the strategic potential of an enterprise in a circular economy. Sustainability, 14(6), Article 3258.
- Kuzior, A., Ober, J., & Karwot, J. (2021). Stakeholder expectation of corporate social responsibility practices: A case study of PWiK Rybnik, Poland. Energies, 14(11), Article 3337.
- Lahouirich, M. W., El Amri, A., Oulfarsi, S., Sahib Eddine, A., El Bayed Sakalli, H., & Boutti, R. (2022). From financial performance to sustainable development: A great evolution and an endless debate. Financial Markets, Institutions and Risks, 6(1), 68-79.
- Lehenchuk, S., Chyzhevska, L., Meluchová, J., Zdyrko, N., & Voskalo, V. (2023). Determinants of agricultural companies’ financial performance: The experience of Poland, Slovakia and Ukraine. Investment Management and Financial Innovations, 20(1), 99-111.
- Lyshenko, M., Oriekhova, A., Polyatykina, L., Khromushyna, L., & Poliatykin, V. (2023). Mathematical approach to the formation of a methodological basis of economic rationality of interaction of elements of the system of logistics management in agriculture. Financial and Credit Activity Problems of Theory and Practice, 3(50), 185-201.
- Melnyk, L., Derykolenko, O., Kubatko, O., & Matsenko, O. (2019). Business models of reproduction cycles for digital economy. Proceedings of the 15th International Conference on ICT in Education, Research and Industrial Applications (pp. 269-276). Kherson, Ukraine.
- Melnyk, L., Kalinichenko, L., Kubatko, O., Dobrowolski, Z., & Babczuk, A. (2023). Restructuring the economic systems on the way to an additive economy. Problems and Perspectives in Management, 21(3), 230-243.
- Melnyk, L.G., & Kubatko, O.V. (2012). Economic valuation of environmental goods and services in Ukraine. Actual Problems of Economics, 138(12), 106-112.
- Miao, Y., & Kharchenko, T. (2023). Improving the innovative strategy of management of agricultural enterprises in the conditions of globalization. Financial and Credit Activity Problems of Theory and Practice, 5(52), 433-447.
- Mullens, D., & Shen, S. (2023). Sustainable and entrepreneurial: A path to performance improvements for family firms? SocioEconomic Challenges, 7(4), 54-65.
- Mursalov, M., Yarovenko, H., & Vasilyeva, T. (2023). Entrepreneurial ecosystem and digitalization: Relationship and synergy of development. In W. Strielkowski (Ed.), Leadership, Entrepreneurship and Sustainable Development Post COVID-19 (pp. 109-127). Springer.
- OECD. (2023). Agricultural policy monitoring and evaluation 2023: Adapting agriculture to climate change. Paris: OECD Publishing.
- Olaniyan, S. O., & Adepeju, M. B. (2023). Leadership of small and medium scale enterprises (SMEs), inflation, and economics development in Nigeria (1981–2021). Business Ethics and Leadership, 7(3), 73-83.
- Plastun, A., Makarenko, I., Grabovska, T., Situmeang, R., & Bashlai, S. (2021). Sustainable development goals in agriculture and responsible investment: A comparative study of the Czech Republic and Ukraine. Problems and Perspectives in Management, 19(2), 65-76.
- Polyakov, M., Khanin, I., Bilozubenko, V., Korneyev, M., & Shevchenko, G. (2021). Factors of uneven progress of the European Union countries towards a circular economy. Problems and Perspectives in Management, 19(3), 332-344.
- Rakotoarisoa, M. A., & Mapp, H. P. (2023). A non-parametric approach to determine an efficient premium for drought insurance. SocioEconomic Challenges, 7(1), 1-14.
- Richardson, K. (2023). Beekeeping role in enhancing food security and environmental public health. Health Economics and Management Review, 4(4), 69-79.
- Sachs, J. D., Lafortune, G., Fuller, G., & Drumm, E. (2023). Implementing the SDG stimulus. Sustainable development report 2023. Paris: SDSN; Dublin: Dublin University Press.
- Shvindina, H., Lyeonov, S., & Vasilyeva, T. (2019). Economic growth and regional disparities: Literature review in a search for the interconnections. In M. P. Bhandari & H. Shvindina (Eds.), Reducing Inequalities towards Sustainable Development Goals: Multilevel Approach (pp. 27-48). River Publishers.
- Singh, S. N. (2022). Coffee value chain in Ethiopia: A case study. Financial Markets, Institutions and Risks, 6(4), 76-100.
- Singh, S. N., & Pandey, A. (2023). Accomplishing sustainable development goals in India: A systematic literature review. Financial Markets, Institutions and Risks, 7(2), 80-87.
- Starchenko, L., Lyeonov, S., Vasylieva, T., Pimonenko, T., & Lyulyov, O. (2021). Environmental management and green brand for sustainable entrepreneurship. E3S Web of Conferences, 234, Article 00015.
- Vankovych, D. V., Kulchytskyy, M. I., Zamaslo, O. T., & Boichuk, R. M. (2020). Diagnosis of the impact of state financial support on the functioning of the agricultural sector in Ukraine. Revista Espacios, 41(15).
- Vasilyeva, T., Yarovenko, H., Babenko, D., Kalicheva, N., Frolova, N., & Shylovtseva, N. (2022). The barycentric model of determining the sustainable growth determinants. Heritage and Sustainable Development, 4(2), 145-164.
- Vasylieva, N. (2020). Application of Markowitz portfolio theory to producing the world major field crops. AGRIS on-line Papers in Economics and Informatics, 12(4), 123-131.
- Vasylieva, N., & James, H. (2020). Prospects of family farming: Ukrainian vs EU experience. Journal of International Studies, 13(3), 129-142.
- Wong, S. A., Rondinone, G., & de Salvo, C. P. (2023). Agricultural support policies and GHG emissions from agriculture in Latin America: Relationships and policy implications for climate change. Iberoamerican Journal of Development Studies, 12(2), 102-140.
- World Food Programme (WFP). (2024). A global food crisis. 2023: Another year of extreme jeopardy for those struggling to feed their families.
- Yamaguchi, N. U., Bernardino, E. G., Ferreira, M. E. C., de Lima, B. P., Pascotini, M. R., & Yamaguchi, M. U. (2023). Sustainable development goals: A bibliometric analysis of literature reviews. Environmental Science and Pollution Research, 30, 5502-5515.
- Zhghenti, T. (2023). Sharing economy business models (SEBMs): A study of global archetypes and from local industries in Georgia. SocioEconomic Challenges, 7(4), 116-123.