How did Supply and Demand Shocks Affect Industries and Occupations in COVID-19? Evidence from Pakistan

doi: https://doi.org/10.35536/lje.2023.v28.i1.a2

Muhammad Zubair Mumtaz, Zachary A. Smith



12
Received
July
2023
26
Revised
December
2023
23
Accepted
January
2024
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Abstract

This study examines the supply and demand shocks in Pakistan that affected occupations and industries during the COVID-19 pandemic. We use the remote labor index and essential scores for undertaking work activities from home across occupations proposed by del Rio-Chanona et al. (2020). To estimate demand shocks, we follow del Rio-Chanona et al. (2020), who employed estimates from the US Congressional Budget Office (2006) that attempted to forecast how the US economy would be affected at the industry level if a severe influenza epidemic occurred. We document that demand shocks most significantly affect the transport and food services industries. In contrast, the manufacturing, mining and quarrying, and handicraft and printing industries are likely to be impacted by supply shocks. Food services and restaurants experience a bigger combined shock. Relative to the pre-pandemic period, aggregate shocks suggest a decrease in the output of Pakistan’s economy by one-fifth if the pandemic were to seriously affect the economy, threatening 21 percent of jobs and lowering total wage income by 18 percent. Considering a second wave and a new variant of coronavirus, we estimate that aggregate shocks may continue, and the economy's output could deteriorate by one-fourth if the region experiences a significant outbreak. Finally, we compare our findings with the US economy and find differences between supply and demand shocks in both economies.

Keywords

wages, financing shocks, value-added, COVID-19, employment

Citation:

“Mumtaz, M. Z. & Smith, Z. A. (2024). How did Supper and Demand Shocks Affect Industries and Occupations in COVID-19? Evidence from Pakistan.” Lahore Journal of Economics, 28(1), 37–61.

https://doi.org/10.35536/lje.2023.v28.i1.a2

References:

1.    Abiad, A., Platitas, R., Pagaduan, J., Jabagat, R., & Lavina, E. (2020). The Impact of COVID-19 on Developing Asia: The Pandemic Extends into 2021. Asian Development Bank, ADB Briefs No. 159. doi: http:// dx.doi.org/10.22617/BRF200367-2
2.    Adams-Prassl, A., Boneva, T., Golin, M., & Rauh, C. (2020). The large and unequal impact of COVID-19 on workers. VoxEU. org, 8, 1309-1373.
3.    Baker, S. R., Farrokhnia, R. A., Meyer, S., Pagel, M., & Yannelis, C. (2020). How does household spending respond to an epidemic? Consumption during the 2020 COVID-19 pandemic. The Review of Asset Pricing Studies, 10(4), 834-862.
4.    Barrot, J.-N., Grassi, B. & Sauvagnat, J. (2020). Sectoral effect of social distancing, Covid Economics 3, 10 April 2020: 85–102.
5.    Bigio, S., Zhang, M., & Zilberman, E. (2020). Transfers vs credit policy: Macroeconomic policy trade-offs during Covid-19 (No. w27118). National Bureau of Economic Research. doi:10.3386/w27118.
6.    Brinca, P., Duarte, J. B., & Faria-e-Castro, M. (2021). Measuring labor supply and demand shocks during COVID-19. European Economic Review, 139, 103901.
7.    Flessa, S., & Marx, M. (2016). Ebola fever epidemic 2014: a call for sustainable health and development policies. The European Journal of Health Economics, 17, 1-4.
8.    Grgurić, L., & Nadoveza Jelić, O. (2021). The interplay of supply and demand shocks: measuring potential output in the COVID-19 pandemic. Public Sector Economics, 45(4), 459-493.
9.    Guerrieri, V., Lorenzoni, G., Straub, L., & Werning, I. (2022). Macroeconomic implications of COVID-19: Can negative supply shocks cause demand shortages?. American Economic Review, 112(5), 1437-1474.
10.    Haldane A. (2020). To set coronavirus policy, model lives and livelihoods in lockstep. Nature, 581(7809), 357. https://doi.org/10.1038/d41586-020-01504-4
11.    Hallegatte, S. (2008). An adaptive regional input‐output model and its application to the assessment of the economic cost of Katrina. Risk Analysis: An International Journal, 28(3), 779-799.
12.    Hicks, M. J., Faulk, D., & Devaraj, S. (2020). Occupational exposure to social distancing: A preliminary analysis using O* NET data. Center for Business and Economic Research.
13.    Inoue, H., & Todo, Y. (2020). The propagation of economic impacts through supply chains: The case of a mega-city lockdown to prevent the spread of COVID-19. PloS one, 15(9), e0239251.
14.    del Rio-Chanona, R. M., Mealy, P., Pichler, A., Lafond, F., & Farmer, J. D. (2020). Supply and demand shocks in the COVID-19 pandemic: An industry and occupation perspective. Oxford Review of Economic Policy, 36(Supplement_1), S94-S137. https://doi.org/10.1093/oxrep/graa033.
15.    Keen, B. D., & Pakko, M. R. (2007). Monetary policy and natural disasters in a DSGE model. Federal Reserve Bank of St. Louis Research Division Working Paper, no.2007-025B.
16.    Keogh-Brown, M., Wren-Lewis, S., Edmunds, W., Beutels, P., & Smith, R. (2009). The possible macroeconomics impact on the UK of an influenza pandemic. Health Economics, 19(11), p.1345-1360.
17.    Keogh-Brown, M. Smith, R., Edmunds, J., & Beutels, P. (2010). The macroeconomic impact of pandemic influenza: estimates from models of the United Kingdom, France, Belgium, and The Netherlands. European Journal of Health Economics, 11, p. 543-554.
18.    Koren, M., & Pető, R. (2020). Business disruptions from social distancing. Plos one,
15(9). https://doi.org/10.1371/journal.pone.0239113.
19.    Luo, S., & Villar, D. (2023). Propagation of shocks in an input-output economy: Evidence from disaggregated prices. Journal of Monetary Economics.
20.    Mumtaz, M. Z. (2021). Predicting Stock Indices Trends using Neuro-fuzzy Systems in COVID-19. The Lahore Journal of Economics, 26(2), 0_1-18.
21.    Porsse, A., de Souza, K., Carvalho, T., & Vale, V. (2020). The economic impacts of COVID-19 in Brazil based on an interregional CGE approach. Regional Science Policy & Practice, 12 (6), 1105-1121.
22.    Sangsubhan, K., & Basri, M. C. (2012). Global Financial Crisis and ASEAN: Fiscal Policy Response in the Case of Thailand and Indonesia. Asian Economic Policy Review, 7(2), 248-269.
23.    The World Bank (2022). The World Bank in Pakistan. https://www.worldbank.org/en/country/pakistan/overview.
24.    Zhang, S. X., Wang, Y., Rauch, A., & Wei, F. (2020). Health, distress and life satisfaction of people in China one month into the COVID-19 outbreak. MedRxiv, 2020-03.