The Relationship Between Oil Prices and Stock Prices of the European Renewable Energy Companies: A Vector Autoregressive Analysis

  • Enis Slatina
  • Lejla Lazović-Pita
  • Ademir Abdić
  • Adem Abdić
Keywords: Renewable energy, Brent crude oil futures prices, ERIX index, VAR

Abstract

The objective is to examine the potential relationship between Brent crude oil futures prices and the index of the European renewable energy companies. After the overview of the European legislation and the most recent literature review on the topic, the article deploys a method of the Vector Autoregressive Model (VAR). The analysis includes weekly data over eight years (2015-2022). Our results indicate a positive correlation between Brent crude oil futures prices and the value of the European Renewable Energy Total Return (ERIX) index. The estimated bivariate VAR model indicates a statistically significant relationship, meaning that past values of the ERIX Index may be used to predict future Brent crude oil prices in the long run. Considering the most recent systemic disturbance in the world’s commodity market, future research should consider longer time series and possible relationships of other macroeconomic factors.

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Author Biographies

Enis Slatina

MA Student, University of Sarajevo, School of Economics and Business, Trg oslobodjenja 1, 71000 Sarajevo, Bosnia and Herzegovina
E-mail: enis1999@live.com

Lejla Lazović-Pita

University of Sarajevo, Department of Finance, School of Economics and Business, Trg oslobodjenja 1, 71000 Sarajevo, Bosnia and Herzegovina
E-mail: lejla.lazovic@efsa.unsa.ba

Ademir Abdić

University of Sarajevo, Department of Quantitative Economics, School of Economics and Business, Trg oslobodjenja 1, 71000 Sarajevo, Bosnia and Herzegovina
E-mail: ademir.abdic@efsa.unsa.ba

Adem Abdić

University of Sarajevo, Department of Finance, School of Economics and Business, Trg oslobodjenja 1, 71000 Sarajevo, Bosnia and Herzegovina
E-pošta: adem.abdic@efsa.unsa.ba

References

Abdić, A., Abdić, A., & Rovčanin, A. (2023). Izazovi upravljanja robnim rizikom u doba energetske krize. Business Consultant / Poslovni Konsultant, 14 (127), 6-22.

Ahmad, W. (2017). On the dynamic dependence and investment performance of crude oil and clean energy stocks. Research in International Business and Finance, 42, 376-389. DOI: https://doi.org/10.1016/j.ribaf.2017.07.140

Ali, M. (2022). Nonlinear Spillover and Dynamic Connectedness Between International Crude Oil and Dow Jones Islamic Market. Economics and Business Quarterly Reviews, 5(3), 82-89. DOI: 10.31014/aior.1992.05.03.438

An, H., Razzaq, A., Haseeb, M., & Mihardjo, L. W. (2021). The role of technology innovation and people’s connectivity in testing environmental Kuznets curve and pollution heaven hypotheses across the Belt and Road host countries: new evidence from Method of Moments Quantile Regression. Environmental Science and Pollution Research, 28, 5254-5270. DOI: https://doi.org/10.1007/s11356-020-10775-3

Arouri, M. E. H., & Nguyen, D. K. (2010). Oil prices, stock markets and portfolio investment: Evidence from sector analysis in Europe over the last decade. Energy policy, 38(8), 4528-4539. DOI: https://doi.org/10.101/j.enpol.2010.04.007

Aydoğan, B., Tunç, G., & Yelkenci, T. (2017). The impact of oil price volatility on net-oil exporter and importer countries’ stock markets. Eurasian Economic Review, 7, 231-253. DOI: https://doi.org/10.1007/s40822-017-0065-1

Bein, M. A., & Mehmet, A. G. A. (2016). International crude oil price and stock markets: Evidence from the Nordic and other European oil importing and oil exporting countries. Romanian Journal of Economic Forecasting, 19(4), 115.

Broadstock, D. C., Cao, H., & Zhang, D. (2012). Oil shocks and their impact on energy related stocks in China. Energy Economics, 34(6), 1888-1895. DOI: https://doi.org/10.1016/j.eneco.2012.08.008

Caporale, G. M., Spagnolo, N., & Almajali, A. (2023). Connectedness between fossil and renewable energy stock indices: The impact of the COP policies. Economic Modelling, 123, 106273. DOI: https://doi.org/10.1016/j.econmod.2023.106273

Carella, C. (2020). Renewable Energy in the European Union - Florence School of Regulation. Retrieved from: https://fsr.eui.eu/renewable-energy-in-the-european-union/

Creti, A., Ftiti, Z., & Guesmi, K. (2014). Oil price and financial markets: Multivariate dynamic frequency analysis. Energy policy, 73, 245-258. DOI: https://doi.org/10.1016/j.enpol.2014.05.057

Dawar, I., Dutta, A., Bouri, E., & Saeed, T. (2021). Crude oil prices and clean energy stock indices: Lagged and asymmetric effects with quantile regression. Renewable Energy, 163, 288-299. DOI: https://doi.org/10.1016/j.renene.2020.08.162

Diebold, F. X., & Yılmaz, K. (2014). On the network topology of variance decompositions: Measuring the connectedness of financial firms. Journal of econometrics, 182(1), 119-134. DOI: https://doi.org/10.1016/j.jeconom.2014.04.01

Dutta, A. (2017). Oil price uncertainty and clean energy stock returns: New evidence from crude oil volatility index. Journal of Cleaner Production, 164, 1157-1166. DOI: https://doi.org/10.1016/j.jclepro.2017.07.05

European Commission. (2019). Communication from the Commission to the European Parliament, the European Council, the Council, the European Economic and Social Committee and the Committee of the Regions - The European Green Deal. Retrieved from https://eur-lex.europa.eu/legal-content/EN/TX/?uri=COM%3A2019%3A640%3AFIN

European Commission. (2020). The European Green Deal Investment Plan and Just Transition Mechanism explained. Retrieved from: https://ec.europa.eu/commission/presscorner/detail/en/qanda_20_24

Directive (EU) 2018/2001. European Parliament and the European Council. Directive (EU) 2018/2001 of 11 December 2018 on the promotion of the use of energy from renewable sources. Retrieved from https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:32018L2001

Directive 2001/77/EC. European Parliament and the European Council. Directive 2001/77/EC of 27 September 2001 on the promotion of electricity produced from renewable energy sources in the internal electricity market. Retrieved from https://eur-lex.europa.eu/LexUriServ/LexUriServ.do?uri=CONSLEG:2001L0077:20100401:EN:PDF

Directive 2009/28/EC. European Parliament and the European Council. Directive 2009/28/EC of 23 April 2009 on the promotion of the use of energy from renewable sources and amending and subsequently repealing Directives 2001/77/EC and 2003/30/EC. Retrieved from https://eur-lex.europa.eu/LexUriServ/LexUriServ.do?uri=OJ:L:2009:140:0016:0062:en:PDF

Directive 2018/2001. European Parliament and the European Council. Directive 2018/2001 of 11 December 2018 on the Promotion of the Use of Energy from Renewable Sources. Retrieved from https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:32018L2001

Regulation (EU) 2021/1119. European Parliament and the European Council. Regulation (EU) 2021/1119 of 30 June 2021 establishing the framework for achieving climate neutrality and amending Regulations (EC) No 401/2009 and (EU) 2018/1999 (‘European Climate Law’). Retrieved from https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX%3A32021R1119

Feng, Y., Xu, D., Failler, P., & Li, T. (2020). Research on the time-varying impact of economic policy uncertainty on crude oil price fluctuation. Sustainability, 12(16), 6523. DOI: https://doi.org/10.3390/su12166523

Geng, J. B., Liu, C., Ji, Q., & Zhang, D. (2021). Do oil price changes really matter for clean energy returns? Renewable and Sustainable Energy Reviews, 150, 111429. DOI: https://doi.org/10.1016/j.rser.2021.111429

He, X., Mishra, S., Aman, A., Shahbaz, M., Razzaq, A., & Sharif, A. (2021). The linkage between clean energy stocks and the fluctuations in oil price and financial stress in the US and Europe? Evidence from QARDL approach. Resources Policy, 72, 102021. DOI: https://doi.org/10.1016/j.resourpol.2021.102021

Henriques, I., & Sadorsky, P. (2008). Oil prices and the stock prices of alternative energy companies. Energy Economics, 30(3), 998-1010. DOI: https://doi.org/10.1016/j.eneco.2007.11.001

Investing.com (2023a). Brent Oil Futures. Retrieved from: https://www.investing.com/commodities/brent-oil (Accessed: 2.7.2023).

Investing.com (2023b). European Renewable Energy Total Return (ERIX). Retrieved from: https://www.investing.com/commodities/brent-oil (Accessed: 2.7.2023).

Ivanov, V., & Kilian, L. (2001). A practitioner's guide to lag-order selection for vector autoregressions (Vol. 2685). London: Centre for Economic Policy Research.

Jackson, P. (2007). From Stockholm to Kyoto: A Brief History of Climate Change. Retrieved from https://www.un.org/en/chronicle/article/stockholm-kyoto-brief-history-climate-change (Accessed: 16.7.2023).

Kocaarslan, B., & Soytas, U. (2019). Asymmetric pass-through between oil prices and the stock prices of clean energy firms: New evidence from a nonlinear analysis. Energy Reports, 5, 117-125. DOI: https://doi.org/10.1016/j.egyr.2019.01.002

Kumar, S., Managi, S., & Matsuda, A. (2012). Stock prices of clean energy firms, oil and carbon markets: A vector autoregressive analysis. Energy Economics, 34(1), 215-226. DOI: https://doi.org/10.1016/j.eneco.2011.03.002

Lv, X., Dong, X., & Dong, W. (2021). Oil prices and stock prices of clean energy: New evidence from Chinese subsectoral data. Emerging Markets Finance and Trade, 57(4), 1088-1102. DOI: https://doi.org/10.1080/1540496X.2019.1689810

Maghyereh, A., & Abdoh, H. (2021). The impact of extreme structural oil-price shocks on clean energy and oil stocks. Energy, 225, 120209. DOI: https://doi.org/10.1016/j.energy.2021.120209

Managi, S., & Okimoto, T. (2013). Does the price of oil interact with clean energy prices in the stock market? Japan and the world economy, 27, 1-9. DOI: https://doi.org/10.1016/j.japwor.2013.03.003

Maraqa, B., & Bein, M. (2020). Dynamic interrelationship and volatility spillover among sustainability stock markets, major European conventional indices, and international crude oil. Sustainability, 12(9), 3908. DOI: ttps://doi.org/10.3390/su12093908

Naser, H., & Rashid, A. (2018). Oil price shocks and stock market performance in the BRICs: some evidence using FAVAR models. Economics Issues, 23(2), 85-108.

Nouicer, A., Kehoe, A., Nysten, J., Fouquet, D., Hancher, L., & Meeus, L. (2020). The EU clean energy package (ed. 2020), European University Institute. Retrieved from: https://data.europa.eu/doi/10.2870/58299. DOI: doi:10.2870/58299

Pham, L. (2019). Do all clean energy stocks respond homogeneously to oil price? Energy Economics, 81, 355-379. DOI: https://doi.org/10.1016/j.eneco.2019.04.010

Ritchie, H., Roser, M., & Rosado, P. (2020). Energy. Retrieved from: https://ourworldindata.org/energy

Rybár, R., Kudelas, D., & Beer, M. (2015). Selected problems of classification of energy sourc es - What are renewable energy sources? Acta Montanistica Slovaca, 20, 172-180. DOI: https://doi.org/10.3390/ams20030172

Sadorsky, P. (2012). Correlations and volatility spillovers between oil prices and the stock prices of clean energy and technology companies. Energy economics, 34(1), 248-255. DOI: https://doi.org/10.1016/j.eneco.2011.03.00

Shao, L., Zhang, H., Chen, J., & Zhu, X. (2021). Effect of oil price uncertainty on clean energy metal stocks in China: Evidence from a nonparametric causality-in-quantiles approach. International Review of Economics & Finance, 73, 407-419. DOI: https://doi.org/10.1016/j.iref.2021.01.00

Tardi, C., Brown, J. R., & Velasquez, V. (2023). What Is The Kyoto Protocol? Definition, History, Timeline, and Status. Investopedia. Retrieved from https://www.investopedia.com/terms/k/kyoto.asp (Accessed: 15.9.2023).

United Nations Climate Change. (2022). The Rio Conventions, Retrieved from https://unfccc.int/process-and-meetings/the-rio-conventions (Accessed: 16.7.2023)

United Nations. (1972). Report of the United Nations Conference on the Human Environment. Retrieved from https://daccess-ods.un.org/tmp/2335596.82965279.html.

United Nations. (2022). Marking the Kyoto Protocol’s 25th anniversary. Retrieved from https: //www.un.org/en/climatechange/marking-kyoto-protocol%E2%80%99s-25th-anniversary

Wu, X. F., & Chen, G. Q. (2019). Global overview of crude oil use: From source to sink through inter-regional trade. Energy Policy, 128, 476-486. DOI: https://doi.org/10.1016/j.enpol.2019.01.022

Xia, T., Ji, Q., Zhang, D., & Han, J. (2019). Asymmetric and extreme influence of energy price changes on renewable energy stock performance. Journal of Cleaner Production, 241, 118338. DOI: https://doi.org/10.1016/j.jclepro.2019.118338

Yilanci, V., Özgür, O., & Altinsoy, A. (2022). The Dependence of Clean Energy Stock Prices On The Oil And Carbon Prices: A Nonlinear Perspective. Economic Computation and Economic Cybernetics Studies and Research, 56(2), 115-132. DOI: http://dx.doi.org/10.24818/18423264/56.2.22.08

Zhao, X. (2020). Do the stock returns of clean energy corporations respond to oil price shocks and policy uncertainty? Journal of economic structures, 9, 1-16. DOI: https://doi.org/10.1186/s40008-020-00229-x

Zivot, E., & Wang, J. (2003). Vector Autoregressive Models for Multivariate Time Series. In: Modelling Financial Time Series with S-PLUS. Springer Science, 385-429. DOI: https://doi.org/10.1007/978-0-387-21763-5_11

Published
2023-12-08
How to Cite
Slatina E., Lazović-Pita L., Abdić A., & Abdić A. (2023). The Relationship Between Oil Prices and Stock Prices of the European Renewable Energy Companies: A Vector Autoregressive Analysis . Naše gospodarstvo/Our Economy, 69(4). https://doi.org/10.18690/10.2478/ngoe-2023-0019