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The Connections between COVID-19 and the Energy Commodities Prices: Evidence through the Dynamic Time Warping Method

Author

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  • Krzysztof Dmytrów

    (Institute of Economics and Finance, University of Szczecin, 71-101 Szczecin, Poland)

  • Joanna Landmesser

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

  • Beata Bieszk-Stolorz

    (Institute of Economics and Finance, University of Szczecin, 71-101 Szczecin, Poland)

Abstract
The main objective of the study is to assess the similarity between the time series of energy commodity prices and the time series of daily COVID-19 cases. The COVID-19 pandemic affects all aspects of the global economy. Although this impact is multifaceted, we assess the connections between the number of COVID-19 cases and the energy commodities sector. We analyse these connections by using the Dynamic Time Warping (DTW) method. On this basis, we calculate the similarity measure—the DTW distance between the time series—and use it to group the energy commodities according to their price change. Our analysis also includes finding the time shifts between daily COVID-19 cases and commodity prices in subperiods according to the chronology of the COVID-19 pandemic. Our findings are that commodities such as ULSD, heating oil, crude oil, and gasoline are weakly associated with COVID-19. On the other hand, natural gas, palm oil, CO 2 allowances, and ethanol are strongly associated with the development of the pandemic.

Suggested Citation

  • Krzysztof Dmytrów & Joanna Landmesser & Beata Bieszk-Stolorz, 2021. "The Connections between COVID-19 and the Energy Commodities Prices: Evidence through the Dynamic Time Warping Method," Energies, MDPI, vol. 14(13), pages 1-23, July.
    • Handle: RePEc:gam:jeners:v:14:y:2021:i:13:p:4024-:d:588218
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    References listed on IDEAS

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    1. Claudiu Tiberiu Albulescu, 2020. "Do COVID-19 and crude oil prices drive the US economic policy uncertainty?," Working Papers hal-02509450, HAL.
    2. Katarzyna Czech & Michał Wielechowski, 2021. "Is the Alternative Energy Sector COVID-19 Resistant? Comparison with the Conventional Energy Sector: Markov-Switching Model Analysis of Stock Market Indices of Energy Companies," Energies, MDPI, vol. 14(4), pages 1-17, February.
    3. Zhang, Dayong & Hu, Min & Ji, Qiang, 2020. "Financial markets under the global pandemic of COVID-19," Finance Research Letters, Elsevier, vol. 36(C).
    4. John Baffes & Alain Kabundi & Peter Nagle, 2022. "The role of income and substitution in commodity demand [Modelling OECD industrial energy demand: asymmetric price responses and energy-saving technical change]," Oxford Economic Papers, Oxford University Press, vol. 74(2), pages 498-522.
    5. Tan Ngoc Vu & Duc Hong Vo & Chi Minh Ho & Loan Thi-Hong Van, 2019. "Modeling the Impact of Agricultural Shocks on Oil Price in the US: A New Approach," JRFM, MDPI, vol. 12(3), pages 1-27, September.
    6. Scott R. Baker & Nicholas Bloom & Steven J. Davis & Stephen J. Terry, 2020. "COVID-Induced Economic Uncertainty," NBER Working Papers 26983, National Bureau of Economic Research, Inc.
    7. Marcin Fałdziński & Piotr Fiszeder & Witold Orzeszko, 2020. "Forecasting Volatility of Energy Commodities: Comparison of GARCH Models with Support Vector Regression," Energies, MDPI, vol. 14(1), pages 1-18, December.
    8. Claus Michelsen & Guido Baldi & Geraldine Dany-Knedlik & Hella Engerer & Stefan Gebauer & Malte Rieth, 2020. "Coronavirus Causing Major Economic Shock to the Global Economy: DIW Economic Outlook," DIW Weekly Report, DIW Berlin, German Institute for Economic Research, vol. 10(12), pages 180-182.
    9. Maria Kovacova & Tomas Kliestik & Katarina Valaskova & Pavol Durana & Zuzana Juhaszova, 2019. "Systematic review of variables applied in bankruptcy prediction models of Visegrad group countries," Oeconomia Copernicana, Institute of Economic Research, vol. 10(4), pages 743-772, December.
    10. Sebastian Gnat, 2019. "Spatial weight matrix impact on real estate hierarchical clustering in the process of mass valuation," Oeconomia Copernicana, Institute of Economic Research, vol. 10(1), pages 131-151, March.
    11. Giorgino, Toni, 2009. "Computing and Visualizing Dynamic Time Warping Alignments in R: The dtw Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 31(i07).
    12. H. Murat Ertuğrul & B. Oray Güngör & Uğur Soytaş, 2021. "The Effect of the COVID-19 Outbreak on the Turkish Diesel Consumption Volatility Dynamics," Energy RESEARCH LETTERS, Asia-Pacific Applied Economics Association, vol. 1(1), pages 1-4.
    13. McIver, Ron P. & Kang, Sang Hoon, 2020. "Financial crises and the dynamics of the spillovers between the U.S. and BRICS stock markets," Research in International Business and Finance, Elsevier, vol. 54(C).
    14. Claudiu Albulescu, 2020. "Coronavirus and oil price crash," Papers 2003.06184, arXiv.org, revised Mar 2020.
    15. Yasir Habib & Enjun Xia & Zeeshan Fareed & Shujahat Haider Hashmi, 2021. "Time–frequency co-movement between COVID-19, crude oil prices, and atmospheric CO2 emissions: Fresh global insights from partial and multiple coherence approach," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(6), pages 9397-9417, June.
    16. Editorial, 2020. "Covid-19 and Climate Change," Journal, Review of Agrarian Studies, vol. 10(1), pages 5-6, January-J.
    17. Farhan Ahmed & Aamir Aijaz Syed & Muhammad Abdul Kamal & Maria de las Nieves López-García & Jose Pedro Ramos-Requena & Swati Gupta, 2021. "Assessing the Impact of COVID-19 Pandemic on the Stock and Commodity Markets Performance and Sustainability: A Comparative Analysis of South Asian Countries," Sustainability, MDPI, vol. 13(10), pages 1-16, May.
    18. Eleftherios Thalassinos & Mirela Cristea & Gratiela Georgiana Noja, 2019. "Measuring active ageing within the European Union: implications on economic development," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 14(4), pages 591-609, December.
    19. Claudiu Albulescu, 2020. "Coronavirus and financial volatility: 40 days of fasting and fear," Papers 2003.04005, arXiv.org.
    20. Lin, Boqiang & Su, Tong, 2021. "Does COVID-19 open a Pandora's box of changing the connectedness in energy commodities?," Research in International Business and Finance, Elsevier, vol. 56(C).
    21. Honorata Nyga-Łukaszewska & Kentaka Aruga, 2020. "Energy Prices and COVID-Immunity: The Case of Crude Oil and Natural Gas Prices in the US and Japan," Energies, MDPI, vol. 13(23), pages 1-17, November.
    22. Matteo Foglia & Eliana Angelini, 2020. "Volatility Connectedness between Clean Energy Firms and Crude Oil in the COVID-19 Era," Sustainability, MDPI, vol. 12(23), pages 1-22, November.
    23. Madurai Elavarasan, Rajvikram & Shafiullah, GM & Raju, Kannadasan & Mudgal, Vijay & Arif, M.T. & Jamal, Taskin & Subramanian, Senthilkumar & Sriraja Balaguru, V.S. & Reddy, K.S. & Subramaniam, Umashan, 2020. "COVID-19: Impact analysis and recommendations for power sector operation," Applied Energy, Elsevier, vol. 279(C).
    24. Sherif. M. Hassan & John M. Riveros Gavilanes, 2021. "First to React Is the Last to Forgive: Evidence from the Stock Market Impact of COVID 19," JRFM, MDPI, vol. 14(1), pages 1-25, January.
    25. Sharif, Arshian & Aloui, Chaker & Yarovaya, Larisa, 2020. "COVID-19 pandemic, oil prices, stock market, geopolitical risk and policy uncertainty nexus in the US economy: Fresh evidence from the wavelet-based approach," International Review of Financial Analysis, Elsevier, vol. 70(C).
    26. Khurram Shehzad & Umer Zaman & Xiaoxing Liu & Jarosław Górecki & Carlo Pugnetti, 2021. "Examining the Asymmetric Impact of COVID-19 Pandemic and Global Financial Crisis on Dow Jones and Oil Price Shock," Sustainability, MDPI, vol. 13(9), pages 1-13, April.
    27. Kang, Sang Hoon & McIver, Ron & Yoon, Seong-Min, 2017. "Dynamic spillover effects among crude oil, precious metal, and agricultural commodity futures markets," Energy Economics, Elsevier, vol. 62(C), pages 19-32.
    28. Rashmi Chaudhary & Priti Bakhshi & Hemendra Gupta, 2020. "Volatility in International Stock Markets: An Empirical Study during COVID-19," JRFM, MDPI, vol. 13(9), pages 1-17, September.
    29. Milos Poliak & Lucia Svabova & Vladimir Konecny & Natalia Aleksandrovna Zhuravleva & Kristian Culik, 2021. "New paradigms of quantification of economic efficiency in the transport sector," Oeconomia Copernicana, Institute of Economic Research, vol. 12(1), pages 193-212, March.
    30. Beata Bieszk-Stolorz & Krzysztof Dmytrów, 2021. "A survival analysis in the assessment of the influence of the SARS-CoV-2 pandemic on the probability and intensity of decline in the value of stock indices," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 11(2), pages 363-379, June.
    31. Krzysztof Dmytrow & Beata Bieszk-Stolorz, 2019. "Mutual relationships between the unemployment rate and the unemployment duration in the Visegrad Group countries in years 2001–2017," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 14(1), pages 129-148, March.
    32. Laura Alfaro & Anusha Chari & Andrew N. Greenland & Peter K. Schott, 2020. "Aggregate and Firm-Level Stock Returns During Pandemics, in Real Time," NBER Working Papers 26950, National Bureau of Economic Research, Inc.
    33. Dutta, Anupam & Das, Debojyoti & Jana, R.K. & Vo, Xuan Vinh, 2020. "COVID-19 and oil market crash: Revisiting the safe haven property of gold and Bitcoin," Resources Policy, Elsevier, vol. 69(C).
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