Estimating the real shock to the economy from COVID-19: The example of electricity use in China
Abstract
Quantifying the shock to the economy from the COVID-19 pandemic is difficult. Although this shock is easily linked to financial markets as a sort of monetary shock, few studies have been done on its effect on the real economy. This study takes a particular economic perspective, focusing on electricity uses in various sectors of the economy. We propose a novel method for comparing electricity use in 2019Q1 and 2020Q1, based on which we derive the degree of the real shock to some important economic sectors from COVID-19. In our theoretical framework, demand for energy and its influencing factors are related to the total scale of the economy, i.e., the gross domestic product. Using suitable empirical methods, we obtain certain marginal effects and then calculate the corresponding ratio as the real shock from COVID-19. The ratio between these marginal effects reveals the need for a balance between stocks and the corresponding differences in the economy. In our cases, the electricity use in various economic sectors plays a role in both stocks and the differences. We find that, although manufacturing and consumption are affected, the services are more vulnerable to the shock from the COVID-19 pandemic. Our findings offer implications for policymakers.
First published online 09 June 2022
Keyword : electricity use, COVID-19, economic impact, shock to the real economy, Chinese cities
This work is licensed under a Creative Commons Attribution 4.0 International License.
References
Agdas, D., & Barooah, P. (2020). Impact of the COVID-19 pandemic on the US electricity demand and supply: An early view from data. IEEE Access, 8, 151523–151534. https://doi.org/10.1109/ACCESS.2020.3016912
Ahmad, M. A., Ammar, M. B., & Nawaf, F. A. (2022). Impact of COVID-19 interventions on electricity power production: An empirical investigation in Kuwait. Electric Power Systems Research, 205, 107718. https://doi.org/10.1016/j.epsr.2021.107718
Ai, H. S., Zhong, T. L., & Zhou, Z. Q. (2022). The real economic costs of COVID-19: Insights from electricity consumption data in Hunan Province, China. Energy Economics, 105, 105747. https://doi.org/10.1016/j.eneco.2021.105747
Armeanu, D. S., Gherghina, S. C., Andrei, J. V., & Joldes, C. C. (2022). Modeling the impact of the COVID-19 outbreak on environment, health sector and energy market. Sustainable Development, 1–30. https://doi.org/10.1002/sd.2299
Arora, V., & Lieskovsky, J. (2016). Electricity use as an indicator of U.S. economic activity (EconStor Research Reports). ZBW – Deutsche Zentralbibliothek für Wirtschaftswissenschaften, Leibniz-Informationszentrum Wirtschaft. http://hdl.handle.net/10419/126147
Aruga, K., Islam, M. M., & Jannat, A. (2020). Effects of COVID-19 on Indian energy consumption. Sustainability, 12(14), 5616. https://doi.org/10.3390/su12145616
Baranzini, A., Weber, S., & Bareit, M., & Mathys, N. A. (2013). The causal relationship between energy use and economic growth in Switzerland. Energy Economics, 36, 464–470. https://doi.org/10.1016/j.eneco.2012.09.015
Bompard, E., Botterud, A., Corgnati, S., Huang, T., Jafari, M., Leone, P., Mauro, S., Montesano, G., Papa, C., & Profumo, F. (2020). An electricity triangle for energy transition: Application to Italy. Applied Energy, 277, 115525. https://doi.org/10.1016/j.apenergy.2020.115525
Bompard, E., Mosca, C., Colella, P., Antonopoulos, G., Fulli, G., Masera, M., Poncela-Blanco, M., & Vitiello, S. (2020). The immediate impacts of COVID-19 on European electricity systems: a first assessment and lessons learned. Energies, 14(1), 96. https://doi.org/10.3390/en14010096
Bouznit, M., Pablo-Romero, M. P., & Sánchez-Braza, A. (2018). Residential electricity consumption and economic growth in Algeria. Energies, 11(7), 1–18. https://doi.org/10.3390/en11071656
Brounen, D., Kok, N., & Quigley, J. M. (2012). Residential energy use and conservation: Economics and demographics. European Economic Review, 56(5), 931–945. https://doi.org/10.1016/j.euroecorev.2012.02.007
Burleyson, C. D., Rahman, A., Rice, J. S., Smith, A. D., & Voisin, N. (2021). Multiscale effects masked the impact of the COVID-19 pandemic on electricity demand in the United States. Applied Energy, 304, 117711. https://doi.org/10.1016/j.apenergy.2021.117711
China Entrepreneur Investment Club. (CEIC). (2016). City-level electricity use data. https://www.ceicdata.com/zh-hans/
China National Bureau of Statistics. (2019). China City Statistical Yearbook 2018. http://www.stats.gov.cn/tjsj/tjcbw/201907/t20190708_1674721.html
Cicala, S. (2020). Powering work from home (NBER Working Paper No. 27397). http://www.nber.org/papers/w27937
Cui, W. C., Li, J. Y., Xu, W. T., & Güneralp, B. (2021). Industrial electricity consumption and economic growth: A spatio-temporal analysis across prefecture-level cities in China from 1999 to 2014. Energy, 222, 119932. https://doi.org/10.1016/j.energy.2021.119932
DingxiangYuan. (2020). The number of confirmed COVID-19 cases. http://www.dxy.cn
Ferguson, R., Wilkinson, W., & Hill, R. (2000). Electricity use and economic development. Energy Policy, 28(13), 923–934. https://doi.org/10.1016/S0301-4215(00)00081-1
Fernandes, N. (2020). Economic effects of coronavirus outbreak (COVID-19) on the World Economy (IESE Business School Working Paper No. WP-1240-E). SSRN. http://ssrn.com/abstract=3557504
García, S., Parejo, A., Personal, E., Guerrero, J. I., Biscarri, F., & León, C. (2021). A retrospective analysis of the impact of the COVID-19 restrictions on energy consumption at a disaggregated level. Applied Energy, 287, 116547. https://doi.org/10.1016/j.apenergy.2021.116547
Gu, X., Ying, S., Zhang, W. Q., & Tao, Y. (2020). How do firms respond to COVID-19? First evidence from Suzhou, China. Emerging Markets Finance and Trade, 56(10), 2181–2197. https://doi.org/10.1080/1540496X.2020.1789455
Guo, F., Huang, Y. P., Wang, J. Y., & Wang, X. (2022). The informal economy at times of COVID-19 pandemic. China Economic Review, 71, 101722. https://doi.org/10.1016/j.chieco.2021.101722
Hasan, S., & Mozumder, P. (2017). Income and energy use in Bangladesh: A household level analysis. Energy Economics, 65, 115–126. https://doi.org/10.1016/j.eneco.2017.05.006
Helm, D. (2020). The environmental impacts of the coronavirus. Environmental and Resource Economics, 76, 21–38. https://doi.org/10.1007/s10640-020-00426-z
Hu, X. H., & Lin, X. (2013). A study of the relationship between electricity consumption and GDP growth in the Hainan International Tourism Island of China. Research in World Economy, 4(1), 109–115. https://doi.org/10.5430/rwe.v4n1p109
Huang, C. L., Wang, Y. M., Li, X. W., Ren, L., Zhao, J., Hu, Y., Zhang, L., Fan, G., Xu, J., Gu, X., Cheng, Z., Yu, T., Xia, J., Wei, Y., Wu, W., Xie, X., Yin, W., Li, H., & Cao, B.(2020). Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China. The Lancet, 395, 497–506. https://doi.org/10.1016/S0140-6736(20)30183-5
International Monetary Fund. (2020). World economic outlook, April 2020: The great lockdown. World Economic Outlook reports. https://www.imf.org/en/Publications/WEO/Issues/2020/04/14/weo-april-2020/
Janzen, B., & Radulescu, D. (2020). Electricity use as a real time indicator of the economic burden of the COVID-19-related lockdown: Evidence from Switzerland. CESifo Economic Studies, 66(4), 303–321. https://doi.org/10.1093/cesifo/ifaa010
Jia, Z., Wen, S., & Lin, B. (2021). The effects and reacts of COVID-19 pandemic and international oil price on energy, economy, and environment in China. Applied Energy, 302, 117612. https://doi.org/10.1016/j.apenergy.2021.117612
Khalil, M. A., & Fatmi, M. R. (2022). How residential energy consumption has changed due to COVID-19 pandemic? An agent-based model. Sustainable Cities and Society, 81, 103832. https://doi.org/10.1016/j.scs.2022.103832
Krarti, M., & Aldubyan, M. (2021). Review analysis of COVID-19 impact on electricity demand for residential buildings. Renewable and Sustainable Energy Reviews, 143, 110888. https://doi.org/10.1016/j.rser.2021.110888
Ku, L., Qiu, Y., Lou, J., Nock, D., & Xing, B. (2022). Changes in hourly electricity consumption under COVID mandates: A glance to future hourly residential power consumption pattern with remote work in Arizona. Applied Energy, 310, 118539. https://doi.org/10.1016/j.apenergy.2022.118539
Laing, T. (2020). The economic impact of the coronavirus 2019 (COVID-19): Implications for the mining industry. The Extractive Industries and Society, 7(2), 580–582. https://doi.org/10.1016/j.exis.2020.04.003
Land, M. J., Thürer, M., Stevenson, M., Fredendall, L. D., & Scholten, K. (2021). Inventory diagnosis for flow improvement – A design science approach. Journal of Operations Management, 67(5), 560–587. https://doi.org/10.1002/joom.1133
Lawal, A. I., Ozturk, I., Olanipekun, I. O., & Asaleye, A. J. (2020). Examining the linkages between electricity consumption and economic growth in African economies. Energy, 208, 118363. https://doi.org/10.1016/j.energy.2020.118363
Liang, S., Leng, H., Yuan, Q., & Yuan, C. (2021). Impact of the COVID-19 pandemic: Insights from vacation rentals in twelve mega cities. Sustainable Cities and Society, 74, 103121. https://doi.org/10.1016/j.scs.2021.103121
Liu, L. (2020). Emerging study on the transmission of the novel coronavirus (COVID-19) from urban perspective: Evidence from China. Cities, 103, 102759. https://doi.org/10.1016/j.cities.2020.102759
Maas, S. (2020). Working from home’s impact on electricity use in the pandemic. The Digest: No. 12, December 2020. NBER. https://www.nber.org/digest-202012/working-homes-impact-electricity-use-pandemic
Massa, R., & Rosellón, J. (2020). Linear and nonlinear Granger causality between electricity production and economic performance in Mexico. Energy Policy, 142, 111476. https://doi.org/10.1016/j.enpol.2020.111476
Mongaji, E. (2020). Impact of COVID-19 on transportation in Lagos, Nigeria. Transportation Research Interdisciplinary Perspectives, 6, 100154. https://doi.org/10.1016/j.trip.2020.100154
Morrice, D. J., Cronin, P., Tanrisever, F., & Butler, J. C. (2016). Supporting hurricane inventory management decisions with consumer demand estimates. Journal of Operations Management, 45(1), 86–100. https://doi.org/10.1016/j.jom.2016.05.006
Muhammad, S., Long, X. L., & Salman, M. (2020). COVID-19 pandemic and environmental pollution: A blessing in disguise? Science of the Total Environment, 728, 138820. https://doi.org/10.1016/j.scitotenv.2020.138820
Narayan, P. K., & Singh, B. (2007). The electricity consumption and GDP nexus for the Fiji Islands. Energy Economics, 29(6), 1141–1150. https://doi.org/10.1016/j.eneco.2006.05.018
National Bureau of Statistics in China. (n.d.). GDP in the first quarters of 2019 and 2020. http://www.stats.gov.cn
Norouzi, N., Rubens, G. Z., Choupanpiesheh, S., & Enevoldsen, P. (2020). When pandemics impact economies and climate change: Exploring the impacts of COVID-19 on oil and electricity demand in China. Energy Research & Social Science, 68, 101654. https://doi.org/10.1016/j.erss.2020.101654
Polaris power grid. (n.d.). Data on electricity use. http://shoudian.bjx.com.cn
Qian, Y., & Fan, W. (2020). Who loses income during the COVID-19 outbreak? Evidence from China. Research in Social Stratification and Mobility, 68, 100522. https://doi.org/10.1016/j.rssm.2020.100522
Ouédraogo, I. M. (2010). Electricity consumption and economic growth in Burkina Faso: A cointegration analysis. Energy Economics, 32(3), 524–531. https://doi.org/10.1016/j.eneco.2009.08.011
Quéré, C. L., Jackson, R. B., Jones, M. W., Smith, A. J. P., Abernethy, S., Andrew, R. M., De-Gol, A. J., Willis, D. R., Shan, Y., Canadell, J. G., Friedlingstein, P., Creutzig, F., & Peters, G. P. (2020). Temporary reduction in daily global CO2 emissions during the COVID-19 forced confinement. Natural Climate Change, 10, 647–653. https://doi.org/10.1038/s41558-020-0797-x
Qureshi, F. (2021). COVID-19 pandemic, economic indicators and sectoral returns: Evidence from US and China. Economic Research-Ekonomska Istraživanja, 1–31. https://doi.org/10.1080/1331677X.2021.1934508
Ruan, G. C., Wu, J. H., Zhong, H. W., Xia, Q., & Xie, L. (2021). Quantitative assessment of U.S. bulk power systems and market operations during the COVID-19 pandemic. Applied Energy, 286, 116354. https://doi.org/10.1016/j.apenergy.2020.116354
Rugani, B., & Caro, D. (2020). Impact of COVID-19 outbreak measures of lockdown on the Italian carbon footprint. Science of the Total Environment, 737, 139806. https://doi.org/10.1016/j.scitotenv.2020.139806
Saadat, S., Rawtani, D., & Hussain, C. M. (2020). Environmental perspective of COVID-19. Science of the Total Environment, 728, 138870. https://doi.org/10.1016/j.scitotenv.2020.138870
Shahbaz, M., Sarwar, S., Chen, W., & Malik, M. N. (2017). Dynamics of electricity consumption, oil price and economic growth: Global perspective. Energy Policy, 108, 256–270. https://doi.org/10.1016/j.enpol.2017.06.006
Shi, Y., Ren, X. Y., Guo, K., Zhou, Y., & Wang, J. (2020). Research on the economic development pattern of Chinese counties based on electricity consumption. Energy Policy, 147, 111881. https://doi.org/10.1016/j.enpol.2020.111881
Sigala, M. (2020). Tourism and COVID-19: Impacts and implications for advancing and resetting industry and research. Journal of Business Research, 117, 312–321. https://doi.org/10.1016/j.jbusres.2020.06.015
Singh, K., & Vashishtha, S. (2020). A re-examination of the relationship between electricity consumption and economic growth in India. Energy Economics Letters, 7(1), 36–45. https://doi.org/10.18488/journal.82.2020.71.36.45
Sodhi, M. S. (2016). Natural disasters, the economy and population vulnerability as a vicious cycle with exogenous hazards. Journal of Operations Management, 45(1), 101–113. https://doi.org/10.1016/j.jom.2016.05.010
Srivastava, S. K. (2016). Causal relationship between electricity consumption and GDP: Plausible explanation on previously found inconsistent conclusions for India. Theoretical Economics Letters, 6(2), 276–281. https://doi.org/10.4236/tel.2016.62031
Tang, X., Li, Z. X., Hu, X., Xu, Z., & Peng, L. (2021). Self-correcting error-based prediction model for the COVID-19 pandemic and analysis of economic impacts. Sustainable Cities and Society, 74, 103219. https://doi.org/10.1016/j.scs.2021.103219
Tiwari, A. K., Eapen, L. M., & Nair, S. R. (2021). Electricity consumption and economic growth at the state and sectoral level in India: Evidence using heterogeneous panel data methods. Energy Economics, 94, 105064. https://doi.org/10.1016/j.eneco.2020.105064
Tosepu, R., Gunawan, J., Effendy, S. D., Imran Ahmad, La O. A., Lestari, H., Bahar, H., & Asfian, P. (2020). Correlation between weather and Covid-19 pandemic in Jakarta, Indonesia. Science of the Total Environment, 725, 138436. https://doi.org/10.1016/j.scitotenv.2020.138436
Vos, J. D. (2020). The effect of COVID-19 and subsequent social distancing on travel behavior. Transportation Research Interdisciplinary Perspectives, 5, 100121. https://doi.org/10.1016/j.trip.2020.100121
Wang, Q., & Han, X. Y. (2021). Spillover effects of the United States economic slowdown induced by COVID-19 pandemic on energy, economy, and environment in other countries. Environmental Research, 196, 110936. https://doi.org/10.1016/j.envres.2021.110936
Wang, Q., & Liu, L. (2022). Pandemic or panic? A firm level study on the psychological and industrial impacts of COVID 19 on the Chinese stock market. Financial Innovation, 8, 36. https://doi.org/10.1186/s40854-022-00335-8
Wang, Q., & Su, M. (2020). A preliminary assessment of the impact of COVID-19 on environment – A case study of China. Science of the Total Environment, 728, 138915. https://doi.org/10.1016/j.scitotenv.2020.138915
Wang, Q., Li, S. Y., & Jiang, F. (2021). Uncovering the impact of the COVID-19 pandemic on energy consumption: New insight from difference between pandemic-free scenario and actual electricity consumption in China. Journal of Cleaner Production, 313, 127897. https://doi.org/10.1016/j.jclepro.2021.127897
Werth, A., Gravino, P., & Prevedello, G. (2021). Impact analysis of COVID-19 responses on energy grid dynamics in Europe. Applied Energy, 281, 116045. https://doi.org/10.1016/j.apenergy.2020.116045
Wu, C. F., Wang, C. M., Chang, T., & Yuan, C.-C. (2019). The nexus of electricity and economic growth in major economies: The United States-India-China triangle. Energy, 188, 116006. https://doi.org/10.1016/j.energy.2019.116006
Xu, Z., Shi, L., Wang, Y. J., Zhang, J., Huang, L., Zhang, C., Liu, S., Zhao, P., Liu, H., Zhu, L., Tai, Y., Bai, C., Gao, T., Song, J., Xia, P., Dong, J., Zhao, J., & Wang, F.-S. (2020). Pathological findings of COVID-19 associated with acute respiratory distress syndrome. Lancet Respiratory Medicine, 8(4), 420–422. https://doi.org/10.1016/S2213-2600(20)30076-X
Zambrano-Monserrate, M. A., Ruano, M. A., & Sanchez-Alcalde, L. (2020). Indirect effects of COVID-19 on the environment. Science of the Total Environment, 728, 138813. https://doi.org/10.1016/j.scitotenv.2020.138813
Zhang, L. Y., Li, H., Lee, W. J., & Liao, H. (2021). COVID-19 and energy: Influence mechanisms and research methodologies. Sustainable Production and Consumption, 27, 2134–2152. https://doi.org/10.1016/j.spc.2021.05.010
Zhang, P. F., Cai, W. Q., & Yao, M. T., Wang, Z., Yang, L., & Wei, W. (2020). Urban carbon emissions associated with electricity consumption in Beijing and the driving factors. Applied Energy, 275, 115425. https://doi.org/10.1016/j.apenergy.2020.115425
Zhou, P., Yang, X. L., Wang, X. G., Hu, B., Zhang, L., Zhang, W., Si, H.-R., Zhu, Y., Li, B., Huang, C.-L., Chen, H.-D., Chen, J., Luo, Y., Guo, H., Jiang, R.-D., Liu, M.-Q., Chen, Y., Shen, X.-R., Wang, X., Zheng, X.-S., Zhao, K., Chen, Q.-J., Deng, F., Liu, L.-L., Yan, B., Zhan, F.-X., Wang, Y.-Y., Xiao, G.-F., & Shi, Z.-L. (2020). A pneumonia outbreak associated with a new coronavirus of probable bat origin. Nature, 579, 270–273. https://doi.org/10.1038/s41586-020-2012-7
Zinecker, M., Doubravsky, K., Balcerzak, A. P., Pietrzak, M. B., & Dohnal, M. (2021). The COVID-19 disease and policy response to mitigate the economic impact the EU. Technological and Economic Development of Economy, 27(3), 742–762. https://doi.org/10.3846/tede.2021.14585