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Evaluation of the Adaptability of the Ukrainian Economy to Changes in Prices for Energy Carriers and to Energy Market Risks

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  • Olexandr Yemelyanov

    (Department of Business Economics and Investment, Institute of Economics and Management, Lviv Polytechnic National University, 5 Metropolian Andrey str., Building 4, 79005 Lviv, Ukraine)

  • Anastasiya Symak

    (Department of Business Economics and Investment, Institute of Economics and Management, Lviv Polytechnic National University, 5 Metropolian Andrey str., Building 4, 79005 Lviv, Ukraine)

  • Tetyana Petrushka

    (Department of Business Economics and Investment, Institute of Economics and Management, Lviv Polytechnic National University, 5 Metropolian Andrey str., Building 4, 79005 Lviv, Ukraine)

  • Roman Lesyk

    (Department of Pharmaceutical, Organic and Boorganic Chemistry, DanyloHalytskyLviv National Medical University, Pekarska 69, 79010 Lviv, Ukraine
    Department of Public Health, Dietetics and Lifestyle Disorders, Faculty of Medicine, University of Information Technology and Management in Rzeszow, Sucharskiego 2, 35-225 Rzeszow, Poland)

  • Lilia Lesyk

    (Department of Business Economics and Investment, Institute of Economics and Management, Lviv Polytechnic National University, 5 Metropolian Andrey str., Building 4, 79005 Lviv, Ukraine)

Abstract

The methodological framework for assessing adaptability of the economy to changes in energy prices and risks to energy markets was developed. The study proposes indicators for assessing the level of adaptability of the economic sectors to changes in prices for energy carriers and to risks of energy markets. The model of decomposition of adaptability level of the economy sectors to changes in energy prices has been developed. The theoretical and empirical analysis of the influence of energy prices on adaptability level of enterprises and households is carried out. Based on the empirical analysis, it was found that adaptability level of the sectors of Ukrainian economy significantly differs both in the years of the investigated period and in sectors of the economy. At the same time, most indicators of the level of adaptability vary from 0.4 to 0.7. Consequently, the actual decline in the profit of enterprises was 40–70% lower than the potentially possible decrease in the profit of these enterprises due to the prices rising for energy carriers. Moreover sectors which are less vulnerable to the growth of prices show higher adaptability level.The possibility of using the obtained results in developing a state energy saving strategy is substantiated.

Suggested Citation

  • Olexandr Yemelyanov & Anastasiya Symak & Tetyana Petrushka & Roman Lesyk & Lilia Lesyk, 2018. "Evaluation of the Adaptability of the Ukrainian Economy to Changes in Prices for Energy Carriers and to Energy Market Risks," Energies, MDPI, vol. 11(12), pages 1-34, December.
    • Handle: RePEc:gam:jeners:v:11:y:2018:i:12:p:3529-:d:191459
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    as
    1. Wang, Qiang & Li, Rongrong, 2016. "Impact of cheaper oil on economic system and climate change: A SWOT analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 925-931.
    2. Park, Jungwook & Ratti, Ronald A., 2008. "Oil price shocks and stock markets in the U.S. and 13 European countries," Energy Economics, Elsevier, vol. 30(5), pages 2587-2608, September.
    3. Yi-Tui Chen, 2017. "The Factors Affecting Electricity Consumption and the Consumption Characteristics in the Residential Sector—A Case Example of Taiwan," Sustainability, MDPI, vol. 9(8), pages 1-16, August.
    4. Ghislaine Destais, 2007. "Economic development and energy intensity : a panel data analysis," Post-Print halshs-00178438, HAL.
    5. Jamil, Faisal & Ahmad, Eatzaz, 2010. "The relationship between electricity consumption, electricity prices and GDP in Pakistan," Energy Policy, Elsevier, vol. 38(10), pages 6016-6025, October.
    6. Zhao, Lin & Zhang, Xun & Wang, Shouyang & Xu, Shanying, 2016. "The effects of oil price shocks on output and inflation in China," Energy Economics, Elsevier, vol. 53(C), pages 101-110.
    7. Balcılar, Mehmet & Demirer, Rıza & Hammoudeh, Shawkat & Nguyen, Duc Khuong, 2016. "Risk spillovers across the energy and carbon markets and hedging strategies for carbon risk," Energy Economics, Elsevier, vol. 54(C), pages 159-172.
    8. Christiane Baumeister & Lutz Kilian, 2014. "What Central Bankers Need To Know About Forecasting Oil Prices," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55, pages 869-889, August.
    9. de Groot, Henri L. F. & Verhoef, Erik T. & Nijkamp, Peter, 2001. "Energy saving by firms: decision-making, barriers and policies," Energy Economics, Elsevier, vol. 23(6), pages 717-740, November.
    10. Deng, S.J. & Oren, S.S., 2006. "Electricity derivatives and risk management," Energy, Elsevier, vol. 31(6), pages 940-953.
    11. Eckhard Wurzel & Luke Willard & Patrice Ollivaud, 2009. "Recent Oil Price Movements: Forces and Policy Issues," OECD Economics Department Working Papers 737, OECD Publishing.
    12. Narayan, Paresh Kumar & Narayan, Seema, 2010. "Modelling the impact of oil prices on Vietnam's stock prices," Applied Energy, Elsevier, vol. 87(1), pages 356-361, January.
    13. Christiane Baumeister & Lutz Kilian, 2016. "Understanding the Decline in the Price of Oil since June 2014," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 3(1), pages 131-158.
    14. Mariacristina Piva & Marco Vivarelli, 2018. "Technological change and employment: is Europe ready for the challenge?," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 8(1), pages 13-32, March.
    15. Sarwar, Suleman & Chen, Wei & Waheed, Rida, 2017. "Electricity consumption, oil price and economic growth: Global perspective," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 9-18.
    16. Yingjian, Li & Abakr, Yousif A. & Qi, Qiu & Xinkui, You & Jiping, Zhou, 2016. "Energy efficiency assessment of fixed asset investment projects – A case study of a Shenzhen combined-cycle power plant," Renewable and Sustainable Energy Reviews, Elsevier, vol. 59(C), pages 1195-1208.
    17. Pami Aalto & Dicle Korkmaz Temel, 2014. "European Energy Security: Natural Gas and the Integration Process," Journal of Common Market Studies, Wiley Blackwell, vol. 52(4), pages 758-774, July.
    18. Unknown, 2016. "Energy for Sustainable Development," Conference Proceedings 253270, Guru Arjan Dev Institute of Development Studies (IDSAsr).
    19. Jan Horst Keppler & Régis Bourbonnais & Jacques Girod (ed.), 2007. "The Econometrics of Energy Systems," Palgrave Macmillan Books, Palgrave Macmillan, number 978-0-230-62631-7.
    20. Yu, Lean & Wang, Shouyang & Lai, Kin Keung, 2008. "Forecasting crude oil price with an EMD-based neural network ensemble learning paradigm," Energy Economics, Elsevier, vol. 30(5), pages 2623-2635, September.
    21. Mohammed Bouznit & María P. Pablo-Romero & Antonio Sánchez-Braza, 2018. "Residential Electricity Consumption and Economic Growth in Algeria," Energies, MDPI, vol. 11(7), pages 1-18, June.
    22. Abdollah Mahmoodi, 2017. "Oil price reduction impacts on the Iranian economy," Zbornik radova Ekonomskog fakulteta u Rijeci/Proceedings of Rijeka Faculty of Economics, University of Rijeka, Faculty of Economics and Business, vol. 35(2), pages 353-374.
    23. Ghislaine Destais & Julien Fouquau & Christophe Hurlin, 2007. "Economic Development and Energy Intensity: A Panel Data Analysis," Palgrave Macmillan Books, in: Jan Horst Keppler & Régis Bourbonnais & Jacques Girod (ed.), The Econometrics of Energy Systems, chapter 5, pages 98-120, Palgrave Macmillan.
    24. Hassler, John & Olovsson, Conny, 2012. "Energy-Saving Technical Change," CEPR Discussion Papers 9177, C.E.P.R. Discussion Papers.
    25. Pierret, D., 2013. "The systemic risk of energy markets," LIDAM Discussion Papers ISBA 2013061, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
    26. Weron, Rafał, 2014. "Electricity price forecasting: A review of the state-of-the-art with a look into the future," International Journal of Forecasting, Elsevier, vol. 30(4), pages 1030-1081.
    27. Lion Hirth, 2018. "What caused the drop in European electricity prices? A factor decomposition analysis," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1).
    28. Narayan, Paresh Kumar & Smyth, Russell, 2005. "The residential demand for electricity in Australia: an application of the bounds testing approach to cointegration," Energy Policy, Elsevier, vol. 33(4), pages 467-474, March.
    29. Bretschger, Lucas, 2015. "Energy prices, growth, and the channels in between: Theory and evidence," Resource and Energy Economics, Elsevier, vol. 39(C), pages 29-52.
    30. Shen, Yifan & Shi, Xunpeng & Variam, Hari Malamakkavu Padinjare, 2018. "Risk transmission mechanism between energy markets: A VAR for VaR approach," Energy Economics, Elsevier, vol. 75(C), pages 377-388.
    31. Lei Jin & Keran Duan & Xu Tang, 2018. "What Is the Relationship between Technological Innovation and Energy Consumption? Empirical Analysis Based on Provincial Panel Data from China," Sustainability, MDPI, vol. 10(1), pages 1-13, January.
    32. Byrnes, Liam & Brown, Colin & Foster, John & Wagner, Liam D., 2013. "Australian renewable energy policy: Barriers and challenges," Renewable Energy, Elsevier, vol. 60(C), pages 711-721.
    33. Brown, Stephen P. A. & Yucel, Mine K., 2002. "Energy prices and aggregate economic activity: an interpretative survey," The Quarterly Review of Economics and Finance, Elsevier, vol. 42(2), pages 193-208.
    34. Holtedahl, Pernille & Joutz, Frederick L., 2004. "Residential electricity demand in Taiwan," Energy Economics, Elsevier, vol. 26(2), pages 201-224, March.
    35. Sorrell, Steve, 2015. "Reducing energy demand: A review of issues, challenges and approaches," Renewable and Sustainable Energy Reviews, Elsevier, vol. 47(C), pages 74-82.
    36. Nesbakken, Runa, 1999. "Price sensitivity of residential energy consumption in Norway," Energy Economics, Elsevier, vol. 21(6), pages 493-515, December.
    37. Vidal-Amaro, Juan José & Østergaard, Poul Alberg & Sheinbaum-Pardo, Claudia, 2015. "Optimal energy mix for transitioning from fossil fuels to renewable energy sources – The case of the Mexican electricity system," Applied Energy, Elsevier, vol. 150(C), pages 80-96.
    38. Kolos, Sergey P. & Ronn, Ehud I., 2008. "Estimating the commodity market price of risk for energy prices," Energy Economics, Elsevier, vol. 30(2), pages 621-641, March.
    39. Inna Semenenko, 2016. "Energy Security Of Ukraine In The Context Of Its Sustainable Development," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 11(3), pages 537-555, September.
    40. Toon Vandyck & Alban Kitous & Bert Saveyn & Kimon Keramidas & Luis Rey Los Santos & Krzysztof Wojtowicz, 2018. "Economic Exposure to Oil Price Shocks and the Fragility of Oil-Exporting Countries," Energies, MDPI, vol. 11(4), pages 1-19, April.
    41. Katayama, Hiroshi & Bennett, David, 1999. "Agility, adaptability and leanness: A comparison of concepts and a study of practice," International Journal of Production Economics, Elsevier, vol. 60(1), pages 43-51, April.
    42. Mulhall, Rachel Ann & Bryson, John R., 2014. "Energy price risk and the sustainability of demand side supply chains," Applied Energy, Elsevier, vol. 123(C), pages 327-334.
    43. Chandran, V.G.R. & Sharma, Susan & Madhavan, Karunagaran, 2010. "Electricity consumption-growth nexus: The case of Malaysia," Energy Policy, Elsevier, vol. 38(1), pages 606-612, January.
    44. Natali Hritonenko & Yuri Yatsenko, 2013. "Modeling of Technological Change," Springer Optimization and Its Applications, in: Mathematical Modeling in Economics, Ecology and the Environment, edition 2, chapter 0, pages 53-78, Springer.
    45. Olexandr Yemelyanov & Anastasiya Symak & Tetyana Petrushka & Roman Lesyk & Lilia Lesyk, 2018. "Assessment of the Technological Changes Impact on the Sustainability of State Security System of Ukraine," Sustainability, MDPI, vol. 10(4), pages 1-24, April.
    46. Tang, Chor Foon & Tan, Eu Chye, 2013. "Exploring the nexus of electricity consumption, economic growth, energy prices and technology innovation in Malaysia," Applied Energy, Elsevier, vol. 104(C), pages 297-305.
    47. de la Rue du Can, Stephane & Leventis, Greg & Phadke, Amol & Gopal, Anand, 2014. "Design of incentive programs for accelerating penetration of energy-efficient appliances," Energy Policy, Elsevier, vol. 72(C), pages 56-66.
    48. Jian Chai & Puju Cao & Xiaoyang Zhou & Kin Keung Lai & Xiaofeng Chen & Siping (Sue) Su, 2018. "The Conductive and Predictive Effect of Oil Price Fluctuations on China’s Industry Development Based on Mixed-Frequency Data," Energies, MDPI, vol. 11(6), pages 1-14, May.
    49. Alvaro Escribano & J. Ignacio Peña & Pablo Villaplana, 2011. "Modelling Electricity Prices: International Evidence," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 73(5), pages 622-650, October.
    50. Batten, Jonathan A. & Kinateder, Harald & Szilagyi, Peter G. & Wagner, Niklas F., 2017. "Can stock market investors hedge energy risk? Evidence from Asia," Energy Economics, Elsevier, vol. 66(C), pages 559-570.
    51. Vidadili, Nurtaj & Suleymanov, Elchin & Bulut, Cihan & Mahmudlu, Ceyhun, 2017. "Transition to renewable energy and sustainable energy development in Azerbaijan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 80(C), pages 1153-1161.
    52. Mazloomi, Kaveh & Gomes, Chandima, 2012. "Hydrogen as an energy carrier: Prospects and challenges," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(5), pages 3024-3033.
    53. Oyedepo, Sunday Olayinka, 2012. "On energy for sustainable development in Nigeria," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(5), pages 2583-2598.
    54. Hondroyiannis, George, 2004. "Estimating residential demand for electricity in Greece," Energy Economics, Elsevier, vol. 26(3), pages 319-334, May.
    55. Ju, Keyi & Su, Bin & Zhou, Dequn & Wu, Junmin & Liu, Lifan, 2016. "Macroeconomic performance of oil price shocks: Outlier evidence from nineteen major oil-related countries/regions," Energy Economics, Elsevier, vol. 60(C), pages 325-332.
    56. Cantore, Nicola & Calì, Massimiliano & Velde, Dirk Willem te, 2016. "Does energy efficiency improve technological change and economic growth in developing countries?," Energy Policy, Elsevier, vol. 92(C), pages 279-285.
    57. Ang, B.W. & Choong, W.L. & Ng, T.S., 2015. "Energy security: Definitions, dimensions and indexes," Renewable and Sustainable Energy Reviews, Elsevier, vol. 42(C), pages 1077-1093.
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