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Clustering Analysis of Energy Consumption in the Countries of the Visegrad Group

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  • Michał Gostkowski

    (Institute of Economics and Finance, Warsaw University of Life Sciences WULS-SGGW, 02-787 Warsaw, Poland)

  • Tomasz Rokicki

    (Institute of Economics and Finance, Warsaw University of Life Sciences WULS-SGGW, 02-787 Warsaw, Poland)

  • Luiza Ochnio

    (Institute of Economics and Finance, Warsaw University of Life Sciences WULS-SGGW, 02-787 Warsaw, Poland)

  • Grzegorz Koszela

    (Institute of Economics and Finance, Warsaw University of Life Sciences WULS-SGGW, 02-787 Warsaw, Poland)

  • Kamil Wojtczuk

    (Institute of Economics and Finance, Warsaw University of Life Sciences WULS-SGGW, 02-787 Warsaw, Poland)

  • Marcin Ratajczak

    (Management Institute, Warsaw University of Life Science WULS-SGGW, 02-787 Warsaw, Poland)

  • Hubert Szczepaniuk

    (Management Institute, Warsaw University of Life Science WULS-SGGW, 02-787 Warsaw, Poland)

  • Piotr Bórawski

    (Department of Agrotechnology and Agribusiness, Faculty of Agriculture and Forestry, University of Warmia and Mazury in Olsztyn, 10-719 Olsztyn, Poland)

  • Aneta Bełdycka-Bórawska

    (Department of Agrotechnology and Agribusiness, Faculty of Agriculture and Forestry, University of Warmia and Mazury in Olsztyn, 10-719 Olsztyn, Poland)

Abstract

The main purpose of this paper is to assess energy consumption with a breakdown into main sectors of the countries that belong to the Visegrad Group. The specific objectives aim to determine changes in energy absorption, its productivity, structure by sectors and to show the similarities of the Visegrad Group countries to the other EU states in terms of the sectoral energy absorption structure. All members of the Visegrad group, i.e., Poland, Hungary, Slovakia and the Czech Republic, were purposefully selected for the study as of 31 December 2018. The research period covered the years 1990–2018. The sources of gathered information were the literature on the subject and OECD data. The following methods were used for the analysis and presentation of materials: explanations, tabular and graphical depictions, descriptive statistics, dynamics indicators, and cluster analysis performed with the following methods: k-means, hierarchical agglomerative clusters and DIvisive ANAlysis (DIANA). There is a limited number of previous studies on the relationship between the national level of economic development and energy consumption in different sectors of industry. Additionally, there are no such analytical projects concerning EU states. The article fills the research gap in this area. It was established that the dynamics of productivity growth over the nine years (2010–2018) was similar in the countries of the Visegrad group and on average for the EU. This means that the members of the Visegrad group did not actually improve their energy efficiency as compared to the EU average. The reason may be the increasingly faster implementation of modern technologies in developed economies of Western Europe as compared to the developing countries, which include the members of the Visegrad group. The conversion of the economy had a very large impact on changing the structure of energy absorption by sector. Industry and agriculture lost their importance. On the other hand, the transport and service sectors benefited. As a result of the cluster analysis, all EU (European Union) states were divided into four groups. Poland, the Czech Republic, and Hungary found themselves in one group, along with most Western European countries. This may mean that the economies of these states have become unified with highly developed economic systems. Slovakia found itself in the group of states with a greater importance of industry. The study complements the contribution to the theory. From a practical point of view, it shows the impact of economic transformation on changes in energy consumption in individual sectors, which may be a model of transition in this area.

Suggested Citation

  • Michał Gostkowski & Tomasz Rokicki & Luiza Ochnio & Grzegorz Koszela & Kamil Wojtczuk & Marcin Ratajczak & Hubert Szczepaniuk & Piotr Bórawski & Aneta Bełdycka-Bórawska, 2021. "Clustering Analysis of Energy Consumption in the Countries of the Visegrad Group," Energies, MDPI, vol. 14(18), pages 1-25, September.
    • Handle: RePEc:gam:jeners:v:14:y:2021:i:18:p:5612-:d:630798
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    as
    1. Löschel, Andreas & Pothen, Frank & Schymura, Michael, 2015. "Peeling the onion: Analyzing aggregate, national and sectoral energy intensity in the European Union," Energy Economics, Elsevier, vol. 52(S1), pages 63-75.
    2. Mishra, Vinod & Smyth, Russell, 2014. "Convergence in energy consumption per capita among ASEAN countries," Energy Policy, Elsevier, vol. 73(C), pages 180-185.
    3. Le Pen, Yannick & Sévi, Benoît, 2010. "On the non-convergence of energy intensities: Evidence from a pair-wise econometric approach," Ecological Economics, Elsevier, vol. 69(3), pages 641-650, January.
    4. Rafik Nafkha & Krzysztof Gajowniczek & Tomasz Ząbkowski, 2018. "Do Customers Choose Proper Tariff? Empirical Analysis Based on Polish Data Using Unsupervised Techniques," Energies, MDPI, vol. 11(3), pages 1-17, February.
    5. Tomasz Rokicki & Aleksandra Perkowska & Bogdan Klepacki & Hubert Szczepaniuk & Edyta Karolina Szczepaniuk & Stanisław Bereziński & Paulina Ziółkowska, 2020. "The Importance of Higher Education in the EU Countries in Achieving the Objectives of the Circular Economy in the Energy Sector," Energies, MDPI, vol. 13(17), pages 1-17, August.
    6. Steckel, Jan Christoph & Brecha, Robert J. & Jakob, Michael & Strefler, Jessica & Luderer, Gunnar, 2013. "Development without energy? Assessing future scenarios of energy consumption in developing countries," Ecological Economics, Elsevier, vol. 90(C), pages 53-67.
    7. Voigt, Sebastian & De Cian, Enrica & Schymura, Michael & Verdolini, Elena, 2014. "Energy intensity developments in 40 major economies: Structural change or technology improvement?," Energy Economics, Elsevier, vol. 41(C), pages 47-62.
    8. Acaravci, Ali & Ozturk, Ilhan, 2010. "On the relationship between energy consumption, CO2 emissions and economic growth in Europe," Energy, Elsevier, vol. 35(12), pages 5412-5420.
    9. Hao, Yu & Liao, Hua & Wei, Yi-Ming, 2015. "Is China’s carbon reduction target allocation reasonable? An analysis based on carbon intensity convergence," Applied Energy, Elsevier, vol. 142(C), pages 229-239.
    10. Jakob, Michael & Haller, Markus & Marschinski, Robert, 2012. "Will history repeat itself? Economic convergence and convergence in energy use patterns," Energy Economics, Elsevier, vol. 34(1), pages 95-104.
    11. Tomasz Rokicki & Grzegorz Koszela & Luiza Ochnio & Kamil Wojtczuk & Marcin Ratajczak & Hubert Szczepaniuk & Konrad Michalski & Piotr Bórawski & Aneta Bełdycka-Bórawska, 2021. "Diversity and Changes in Energy Consumption by Transport in EU Countries," Energies, MDPI, vol. 14(17), pages 1-21, August.
    12. Kim, Young Se, 2015. "Electricity consumption and economic development: Are countries converging to a common trend?," Energy Economics, Elsevier, vol. 49(C), pages 192-202.
    13. Malinauskaite, J. & Jouhara, H. & Ahmad, L. & Milani, M. & Montorsi, L. & Venturelli, M., 2019. "Energy efficiency in industry: EU and national policies in Italy and the UK," Energy, Elsevier, vol. 172(C), pages 255-269.
    14. Fernández González, P. & Landajo, M. & Presno, M.J., 2013. "The Divisia real energy intensity indices: Evolution and attribution of percent changes in 20 European countries from 1995 to 2010," Energy, Elsevier, vol. 58(C), pages 340-349.
    15. Mulder, Peter & de Groot, Henri L.F., 2012. "Structural change and convergence of energy intensity across OECD countries, 1970–2005," Energy Economics, Elsevier, vol. 34(6), pages 1910-1921.
    16. Ruth A. Judson & Richard Schmalensee & Thomas M. Stoker, 1999. "Economic Development and the Structure of the Demand for Commercial Energy," The Energy Journal, International Association for Energy Economics, vol. 0(Number 2), pages 29-57.
    17. Herrerias, M.J., 2012. "World energy intensity convergence revisited: A weighted distribution dynamics approach," Energy Policy, Elsevier, vol. 49(C), pages 383-399.
    18. Parker, Steven & Liddle, Brantley, 2017. "Economy-wide and manufacturing energy productivity transition paths and club convergence for OECD and non-OECD countries," Energy Economics, Elsevier, vol. 62(C), pages 338-346.
    19. Payne, James E. & Vizek, Maruška & Lee, Junsoo, 2017. "Stochastic convergence in per capita fossil fuel consumption in U.S. states," Energy Economics, Elsevier, vol. 62(C), pages 382-395.
    20. Le, Thai-Ha & Chang, Youngho & Park, Donghyun, 2017. "Energy demand convergence in APEC: An empirical analysis," Energy Economics, Elsevier, vol. 65(C), pages 32-41.
    21. Alcantara, Vicent & Duro, Juan Antonio, 2004. "Inequality of energy intensities across OECD countries: a note," Energy Policy, Elsevier, vol. 32(11), pages 1257-1260, July.
    22. Zhang, Haiyan & Lahr, Michael L., 2014. "China's energy consumption change from 1987 to 2007: A multi-regional structural decomposition analysis," Energy Policy, Elsevier, vol. 67(C), pages 682-693.
    23. Pappas, Dimitrios & Chalvatzis, Konstantinos J. & Guan, Dabo & Ioannidis, Alexis, 2018. "Energy and carbon intensity: A study on the cross-country industrial shift from China to India and SE Asia," Applied Energy, Elsevier, vol. 225(C), pages 183-194.
    24. Tomasz Rokicki & Aleksandra Perkowska & Bogdan Klepacki & Piotr Bórawski & Aneta Bełdycka-Bórawska & Konrad Michalski, 2021. "Changes in Energy Consumption in Agriculture in the EU Countries," Energies, MDPI, vol. 14(6), pages 1-21, March.
    25. repec:dau:papers:123456789/6801 is not listed on IDEAS
    26. Tomasz Rokicki & Marcin Ratajczak & Piotr Bórawski & Aneta Bełdycka-Bórawska & Barbara Gradziuk & Piotr Gradziuk & Agnieszka Siedlecka, 2021. "Energy Self-Subsistence of Agriculture in EU Countries," Energies, MDPI, vol. 14(11), pages 1-22, May.
    27. Parker, Steven & Liddle, Brant, 2017. "Analysing energy productivity dynamics in the OECD manufacturing sector," Energy Economics, Elsevier, vol. 67(C), pages 91-97.
    28. Lee, Chien-Chiang & Chang, Chun-Ping, 2008. "Energy consumption and economic growth in Asian economies: A more comprehensive analysis using panel data," Resource and Energy Economics, Elsevier, vol. 30(1), pages 50-65, January.
    29. Liddle, Brantley, 2010. "Revisiting world energy intensity convergence for regional differences," Applied Energy, Elsevier, vol. 87(10), pages 3218-3225, October.
    30. Chen Pei Zhao & Gurgen Gukasyan & Valery Bezpalov & Valeriy Prasolov, 2020. "Development of Modern Standards for Energy Efficiency of Industrial Enterprises within the European Union Policy," International Journal of Energy Economics and Policy, Econjournals, vol. 10(6), pages 451-459.
    31. Tomasz Rokicki & Aleksandra Perkowska, 2021. "Diversity and Changes in the Energy Balance in EU Countries," Energies, MDPI, vol. 14(4), pages 1-19, February.
    32. Gilbert E. Metcalf, 2008. "An Empirical Analysis of Energy Intensity and Its Determinants at the State Level," The Energy Journal, , vol. 29(3), pages 1-26, July.
    33. Peter Mulder, 2015. "International Specialization, Structural Change and the Evolution of Manufacturing Energy Intensity in OECD Countries," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3).
    34. Pothen, Frank & Schymura, Michael, 2015. "Bigger cakes with fewer ingredients? A comparison of material use of the world economy," Ecological Economics, Elsevier, vol. 109(C), pages 109-121.
    35. Kenneth B. Medlock III & Ronald Soligo, 2001. "Economic Development and End-Use Energy Demand," The Energy Journal, International Association for Energy Economics, vol. 0(Number 2), pages 77-105.
    36. Tomasz Rokicki & Aleksandra Perkowska, 2020. "Changes in Energy Supplies in the Countries of the Visegrad Group," Sustainability, MDPI, vol. 12(19), pages 1-17, September.
    37. Xiaoli Han & TK. Lakshmanan, 1994. "Structural Changes and Energy Consumption in the Japanese Economy 1975-95: An Input-Output Analysis," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3), pages 165-188.
    38. Chen, Zhongfei & Huang, Wanjing & Zheng, Xian, 2019. "The decline in energy intensity: Does financial development matter?," Energy Policy, Elsevier, vol. 134(C).
    39. Cheong, Tsun Se & Li, Victor Jing & Shi, Xunpeng, 2019. "Regional disparity and convergence of electricity consumption in China: A distribution dynamics approach," China Economic Review, Elsevier, vol. 58(C).
    40. Markandya, Anil & Pedroso-Galinato, Suzette & Streimikiene, Dalia, 2006. "Energy intensity in transition economies: Is there convergence towards the EU average?," Energy Economics, Elsevier, vol. 28(1), pages 121-145, January.
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