IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v19y2022i3p1320-d732974.html
   My bibliography  Save this article

The Unequal Effect of the COVID-19 Pandemic on the Labour Market and Income Inequality in China: A Multisectoral CGE Model Analysis Coupled with a Micro-Simulation Approach

Author

Listed:
  • Qi Zhang

    (School of Economics and Resource Management, Beijing Normal University, Beijing 100875, China
    China Institute for Poverty Reduction, Beijing Normal University, Beijing 100875, China
    China Rural Revitalization and Development Research Center, Beijing Normal University, Zhuhai 519087, China)

  • Xinxin Zhang

    (School of Economics and Resource Management, Beijing Normal University, Beijing 100875, China
    China Institute for Poverty Reduction, Beijing Normal University, Beijing 100875, China
    China Rural Revitalization and Development Research Center, Beijing Normal University, Zhuhai 519087, China)

  • Qi Cui

    (School of Economics and Resource Management, Beijing Normal University, Beijing 100875, China
    Beijing Key Lab of Study on Sci-Tech Strategy for Urban Green Development, Beijing Normal University, Beijing 100875, China)

  • Weining Cao

    (School of Economics and Resource Management, Beijing Normal University, Beijing 100875, China
    China Institute for Poverty Reduction, Beijing Normal University, Beijing 100875, China
    China Rural Revitalization and Development Research Center, Beijing Normal University, Zhuhai 519087, China)

  • Ling He

    (School of Economics and Resource Management, Beijing Normal University, Beijing 100875, China
    Beijing Key Lab of Study on Sci-Tech Strategy for Urban Green Development, Beijing Normal University, Beijing 100875, China)

  • Yexin Zhou

    (School of Economics and Resource Management, Beijing Normal University, Beijing 100875, China
    Center for Innovation and Development Studies, Beijing Normal University, Zhuhai 519087, China)

  • Xiaofan Li

    (School of Economics and Resource Management, Beijing Normal University, Beijing 100875, China
    Beijing Key Lab of Study on Sci-Tech Strategy for Urban Green Development, Beijing Normal University, Beijing 100875, China)

  • Yunpeng Fan

    (Institute of Finance & Banking, Chinese Academy of Social Sciences, Beijing 100710, China)

Abstract

The COVID-19 pandemic had an unequal impact on the employment and earnings of different labourers, consequently affecting households’ per capita income and income inequality. Combining a multisector computable general equilibrium model of China with a micro-simulation approach, this study aims to analyse the unequal effect of the COVID-19 pandemic on China’s labour market and income inequality. The results confirm the unequal impact of the pandemic on the employment and earnings of different labourer types. Labourers who are female, live in urban areas, and have relatively low education levels would suffer greater losses in employment and earnings. The pandemic would reduce household per capita income by 8.75% for rural residents and 6.13% for urban residents. While the pandemic would have a larger negative impact on the employment and earnings of urban labourers, it would have a greater negative impact on the household per capita income of rural residents. Moreover, the per capita income of low-income households is more vulnerable to the pandemic, and the number of residents living below the poverty line would increase significantly. Thus, the pandemic would aggravate income inequality in China and threaten the livelihoods of poor families. This study could inform researchers exploring the distributional effect of the COVID-19 pandemic in developing countries.

Suggested Citation

  • Qi Zhang & Xinxin Zhang & Qi Cui & Weining Cao & Ling He & Yexin Zhou & Xiaofan Li & Yunpeng Fan, 2022. "The Unequal Effect of the COVID-19 Pandemic on the Labour Market and Income Inequality in China: A Multisectoral CGE Model Analysis Coupled with a Micro-Simulation Approach," IJERPH, MDPI, vol. 19(3), pages 1-21, January.
  • Handle: RePEc:gam:jijerp:v:19:y:2022:i:3:p:1320-:d:732974
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/19/3/1320/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/19/3/1320/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Hai-Anh Dang & Toan L.D. Huynh & Manh-Hung Nguyen, 2023. "Does the COVID-19 pandemic disproportionately affect the poor? Evidence from a six-country survey," Journal of Economics and Development, Emerald Group Publishing Limited, vol. 26(1), pages 2-18, December.
    2. Daniel Graeber & Alexander S. Kritikos & Johannes Seebauer, 2021. "COVID-19: a crisis of the female self-employed," Journal of Population Economics, Springer;European Society for Population Economics, vol. 34(4), pages 1141-1187, October.
    3. Simon Mongey & Laura Pilossoph & Alexander Weinberg, 2021. "Which workers bear the burden of social distancing?," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 19(3), pages 509-526, September.
    4. Hanming Fang & Chunmian Ge & Hanwei Huang & Hongbin Li, 2020. "Pandemics, global supply chains and local labor demand: evidence from 100 million posted jobs in China," CEP Discussion Papers dp1730, Centre for Economic Performance, LSE.
    5. Sandeep Mohapatra, 2021. "Gender differentiated economic responses to crises in developing countries: insights for COVID-19 recovery policies," Review of Economics of the Household, Springer, vol. 19(2), pages 291-306, June.
    6. Pauw, Karl & Leibbrandt, Murray, 2012. "Minimum Wages and Household Poverty: General Equilibrium Macro–Micro Simulations for South Africa," World Development, Elsevier, vol. 40(4), pages 771-783.
    7. Isaure Delaporte & Julia Escobar & Werner Peña, 2021. "The distributional consequences of social distancing on poverty and labour income inequality in Latin America and the Caribbean," Journal of Population Economics, Springer;European Society for Population Economics, vol. 34(4), pages 1385-1443, October.
    8. Heyndrickx, Christophe & Vanheukelom, Toon & Proost, Stef, 2021. "Distributional impact of a regional road pricing scheme in Flanders," Transportation Research Part A: Policy and Practice, Elsevier, vol. 148(C), pages 116-139.
    9. Adams-Prassl, Abi & Boneva, Teodora & Golin, Marta & Rauh, Christopher, 2020. "Inequality in the impact of the coronavirus shock: Evidence from real time surveys," Journal of Public Economics, Elsevier, vol. 189(C).
    10. David Laborde & Will Martin & Rob Vos, 2021. "Impacts of COVID‐19 on global poverty, food security, and diets: Insights from global model scenario analysis," Agricultural Economics, International Association of Agricultural Economists, vol. 52(3), pages 375-390, May.
    11. Kikuchi, Shinnosuke & Kitao, Sagiri & Mikoshiba, Minamo, 2021. "Who suffers from the COVID-19 shocks? Labor market heterogeneity and welfare consequences in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 59(C).
    12. Hoehn-Velasco, Lauren & Silverio-Murillo, Adan & Balmori de la Miyar, Jose Roberto, 2021. "The long downturn: The impact of the great lockdown on formal employment," Journal of Economics and Business, Elsevier, vol. 115(C).
    13. Veronica Guerrieri & Guido Lorenzoni & Ludwig Straub & Iván Werning, 2022. "Macroeconomic Implications of COVID-19: Can Negative Supply Shocks Cause Demand Shortages?," American Economic Review, American Economic Association, vol. 112(5), pages 1437-1474, May.
    14. Ali Madai Boukar & Olivier Mbock & Jean‐Marc Malambwe Kilolo, 2021. "The impacts of the Covid‐19 pandemic on employment in Cameroon: A general equilibrium analysis," African Development Review, African Development Bank, vol. 33(S1), pages 88-101, April.
    15. Peter B. Dixon & Maureen T. Rimmer, 2005. "Explaining a dynamic CGE simulation with a trade-focused back-of-the-envelope analysis: the effects of eCommerce on Australia," Chapters, in: Sisira Jayasuriya (ed.), Trade Theory, Analytical Models and Development, chapter 10, Edward Elgar Publishing.
    16. Wang, Xinxin & Chen, Kevin Z. & Robinson, Sherman & Huang, Zuhui, 2016. "Will China’s demographic transition exacerbate its income inequality? A CGE modeling with top-down microsimulation:," IFPRI discussion papers 1560, International Food Policy Research Institute (IFPRI).
    17. Stefania Albanesi & Jiyeon Kim, 2021. "Effects of the COVID-19 Recession on the US Labor Market: Occupation, Family, and Gender," Journal of Economic Perspectives, American Economic Association, vol. 35(3), pages 3-24, Summer.
    18. Mike Brewer & Iva Valentinova Tasseva, 2021. "Did the UK policy response to Covid-19 protect household incomes?," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 19(3), pages 433-458, September.
    19. van Ruijven, Bas J. & O’Neill, Brian C. & Chateau, Jean, 2015. "Methods for including income distribution in global CGE models for long-term climate change research," Energy Economics, Elsevier, vol. 51(C), pages 530-543.
    20. Luc Savard, 2004. "Poverty and Inequality Analysis within a CGE Framework: a Comparative Analysis of the Representative Agent and Micro-Simulation Approaches," Cahiers de recherche 0412, CIRPEE.
    21. Vimal Ranchhod & Reza Che Daniels, 2021. "Labour Market Dynamics in South Africa at the Onset of the COVID‐19 Pandemic," South African Journal of Economics, Economic Society of South Africa, vol. 89(1), pages 44-62, March.
    22. Mu, Yaqian & Cai, Wenjia & Evans, Samuel & Wang, Can & Roland-Holst, David, 2018. "Employment impacts of renewable energy policies in China: A decomposition analysis based on a CGE modeling framework," Applied Energy, Elsevier, vol. 210(C), pages 256-267.
    23. Lara Bellotti & Sara Zaniboni & Cristian Balducci & Gudela Grote, 2021. "Rapid Review on COVID-19, Work-Related Aspects, and Age Differences," IJERPH, MDPI, vol. 18(10), pages 1-24, May.
    24. Warwick McKibbin & Roshen Fernando, 2021. "The Global Macroeconomic Impacts of COVID-19: Seven Scenarios," Asian Economic Papers, MIT Press, vol. 20(2), pages 1-30, Summer.
    25. Cui, Qi & Liu, Yu & Ali, Tariq & Gao, Ji & Chen, Hao, 2020. "Economic and climate impacts of reducing China's renewable electricity curtailment: A comparison between CGE models with alternative nesting structures of electricity," Energy Economics, Elsevier, vol. 91(C).
    26. Hongbo Duan & Shouyang Wang & Cuihong Yang, 2020. "Coronavirus: limit short-term economic damage," Nature, Nature, vol. 578(7796), pages 515-515, February.
    27. Neeraj Bhandari & Kavita Batra & Soumya Upadhyay & Christopher Cochran, 2021. "Impact of COVID-19 on Healthcare Labor Market in the United States: Lower Paid Workers Experienced Higher Vulnerability and Slower Recovery," IJERPH, MDPI, vol. 18(8), pages 1-17, April.
    28. Anubhab Gupta & Heng Zhu & Miki Khanh Doan & Aleksandr Michuda & Binoy Majumder, 2021. "Economic Impacts of the COVID−19 Lockdown in a Remittance‐Dependent Region," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(2), pages 466-485, March.
    29. Liu, Yawen & Cui, Qi & Liu, Yu & Zhang, Jinzhu & Zhou, Meifang & Ali, Tariq & Yang, Lingyu & Feng, Kuishuang & Hubacek, Klaus & Li, Xinbei, 2021. "Countermeasures against economic crisis from COVID-19 pandemic in China: An analysis of effectiveness and trade-offs," Structural Change and Economic Dynamics, Elsevier, vol. 59(C), pages 482-495.
    30. Sunyu Ham, 2021. "Explaining Gender Gaps in the South Korean Labor Market During the COVID-19 Pandemic," Feminist Economics, Taylor & Francis Journals, vol. 27(1-2), pages 133-151, April.
    31. Wenjin Long & Junxia Zeng & Tongquan Sun, 2021. "Who Lost Most Wages and Household Income during the COVID‐19 Pandemic in Poor Rural China?," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 29(6), pages 95-116, November.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wei Wei & Ling He & Xiaofan Li & Qi Cui & Hao Chen, 2022. "The Effectiveness and Trade-Offs of Renewable Energy Policies in Achieving the Dual Decarbonization Goals in China: A Dynamic Computable General Equilibrium Analysis," IJERPH, MDPI, vol. 19(11), pages 1-18, May.
    2. Shiqi Jiang & Lingli Qi & Xinyue Lin, 2022. "The Impacts of COVID-19 Shock on Intergenerational Income Mobility: Evidence from China," IJERPH, MDPI, vol. 19(18), pages 1-20, September.
    3. Lianbiao Cui & Xiao Li & Shimei Weng & Madalina Brutu & Umer Shahzad, 2024. "Economic Costs of Work Stoppages Caused by the COVID-19 Outbreak," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 12026-12052, September.
    4. Pengkun Zheng & Keshav Lall Maharjan, 2024. "Does Rural Labor Transfer Impact Chinese Agricultural Carbon Emission Efficiency? A Substitution Perspective of Agricultural Machinery," Sustainability, MDPI, vol. 16(14), pages 1-16, July.
    5. Wei Wan & Jue Wang & Weimin Jiang, 2023. "Does COVID-19 Exacerbate Regional Income Inequality? Evidence from 20 Provinces of China," Sustainability, MDPI, vol. 15(15), pages 1-16, August.
    6. Hong Sun & Xiaohong Li & Wenjing Li & Jun Feng, 2022. "Differences and Influencing Factors of Relative Poverty of Urban and Rural Residents in China Based on the Survey of 31 Provinces and Cities," IJERPH, MDPI, vol. 19(15), pages 1-15, July.
    7. Jisung Yoon & Woo-Sung Jung & Hyunuk Kim, 2022. "COVID-19 confines recreational gatherings in Seoul to familiar, less crowded, and neighboring urban areas," Palgrave Communications, Palgrave Macmillan, vol. 9(1), pages 1-8, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ana Tribin & Karen García-Rojas & Paula Herrera-Idarraga & Leonardo Fabio Morales & Natalia Ramirez-Bustamante, 2023. "Shecession: The Downfall of Colombian Women During the Covid-19 Pandemic," Feminist Economics, Taylor & Francis Journals, vol. 29(4), pages 158-193, October.
    2. Kugler, Maurice & Viollaz, Mariana & Duque, Daniel & Gaddis, Isis & Newhouse, David & Palacios-Lopez, Amparo & Weber, Michael, 2023. "How did the COVID-19 crisis affect different types of workers in the developing world?," World Development, Elsevier, vol. 170(C).
    3. Putra, Rendra A.A. & Ovsiannikov, Kostiantyn & Kotani, Koji, 2023. "COVID-19-associated income loss and job loss: Evidence from Indonesia," Journal of Asian Economics, Elsevier, vol. 87(C).
    4. Liu, Yawen & Cui, Qi & Liu, Yu & Zhang, Jinzhu & Zhou, Meifang & Ali, Tariq & Yang, Lingyu & Feng, Kuishuang & Hubacek, Klaus & Li, Xinbei, 2021. "Countermeasures against economic crisis from COVID-19 pandemic in China: An analysis of effectiveness and trade-offs," Structural Change and Economic Dynamics, Elsevier, vol. 59(C), pages 482-495.
    5. Satoshi Tanaka, 2022. "Economic Impacts of SARS/MERS/COVID‐19 in Asian Countries," Asian Economic Policy Review, Japan Center for Economic Research, vol. 17(1), pages 41-61, January.
    6. Grace Armijos-Bravo & Segundo Camino-Mogro, 2023. "Covid-19 Lockdown in Ecuador: Are there Gender Differences in Unemployment?," Journal of Development Studies, Taylor & Francis Journals, vol. 59(6), pages 833-853, June.
    7. Kouki, Amairisa, 2023. "Beyond the “Comforts” of work from home: Child health and the female wage penalty," European Economic Review, Elsevier, vol. 157(C).
    8. Vanda Almeida & Salvador Barrios & Michael Christl & Silvia Poli & Alberto Tumino & Wouter Wielen, 2021. "The impact of COVID-19 on households´ income in the EU," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 19(3), pages 413-431, September.
    9. Nicholas Bloom & Philip Bunn & Paul Mizen & Pawel Smietanka & Gregory Thwaites, 2020. "The Impact of Covid-19 on Productivity," NBER Working Papers 28233, National Bureau of Economic Research, Inc.
    10. Fukai, Taiyo & Ikeda, Masato & Kawaguchi, Daiji & Yamaguchi, Shintaro, 2023. "COVID-19 and the employment gender gap in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 68(C).
    11. Shiqi Jiang & Lingli Qi & Xinyue Lin, 2022. "The Impacts of COVID-19 Shock on Intergenerational Income Mobility: Evidence from China," IJERPH, MDPI, vol. 19(18), pages 1-20, September.
    12. Lumengo Bonga-Bonga & Thabiso Molemohi & Frederich Kirsten, 2023. "The Role of Personal Characteristics in Shaping Gender-Biased Job Losses during the COVID-19 Pandemic: The Case of South Africa," Sustainability, MDPI, vol. 15(8), pages 1-14, April.
    13. Wei Wei & Ling He & Xiaofan Li & Qi Cui & Hao Chen, 2022. "The Effectiveness and Trade-Offs of Renewable Energy Policies in Achieving the Dual Decarbonization Goals in China: A Dynamic Computable General Equilibrium Analysis," IJERPH, MDPI, vol. 19(11), pages 1-18, May.
    14. Knar Khachatryan & Aleksandr Grigoryan, 2024. "Multidimensional Deprivation from Labor Market Opportunities in Armenia: Evidence from 2018 and 2020," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 66(1), pages 126-165, March.
    15. Corinne Dubois & Luisa Lambertini & Yu Wu, 2022. "Gender effects of the COVID-19 pandemic in the Swiss labor market," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 158(1), pages 1-29, December.
    16. Christian Bayer & Benjamin Born & Ralph Luetticke & Gernot J Müller, 2023. "The Coronavirus Stimulus Package: How Large is the Transfer Multiplier," The Economic Journal, Royal Economic Society, vol. 133(652), pages 1318-1347.
    17. Francesco Fasani & Jacopo Mazza, 2023. "Being on the Frontline? Immigrant Workers in Europe and the COVID-19 Pandemic," ILR Review, Cornell University, ILR School, vol. 76(5), pages 890-918, October.
    18. Liang, Xiao & Rozelle, Scott & Yi, Hongmei, 2022. "The impact of COVID-19 on employment and income of vocational graduates in China: Evidence from surveys in January and July 2020," China Economic Review, Elsevier, vol. 75(C).
    19. Pizzinelli, Carlo & Shibata, Ippei, 2023. "Has COVID-19 induced labor market mismatch? Evidence from the US and the UK," Labour Economics, Elsevier, vol. 81(C).
    20. Lafuente, Cristina & Ruland, Astrid & Santaeulàlia-Llopis, Raül & Visschers, Ludo, 2023. "The effects of Covid-19 on couples’ job tenures: Mothers have it worse," Labour Economics, Elsevier, vol. 83(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:19:y:2022:i:3:p:1320-:d:732974. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.