Abstract
We evaluate the COVID-19 resilience of a Continental welfare regime by nowcasting the implications of the shock and its associated policy responses on the distribution of household incomes over the whole of 2020. Our approach relies on a dynamic microsimulation modelling that combines a household income generation model estimated on the latest EU-SILC wave with novel nowcasting techniques to calibrate the simulations using external macro controls which reflect the macroeconomic climate during the crisis. We focus on Luxembourg, a country that introduced minor tweaks to the existing tax-benefit system, which has a strong social insurance focus that gave certainty during the crisis. We find the system was well-equipped ahead of the crisis to cushion household incomes against job losses. The income-support policy changes were effective in cushioning household incomes and mitigating an increase in income inequality, allowing average household disposable income and inequality levels to bounce back to pre-crisis levels in the last quarter of 2020. The share of labour incomes dropped, but was compensated by an increase in benefits, reflecting the cushioning effect of the transfer system. Overall market incomes dropped and became more unequal. Their disequalizing evolution was matched by an increase in redistribution, driven by an increase in the generosity of benefits and larger access to benefits. The nowcasting model is a “near” real-time analysis and decision support tool to monitor the recovery, scalable to other countries with high applicability for policymakers.
Data Availability Statement
The analysis conducted in this study is based on EU-SILC data standardized to be used with the EUROMOMD tax-benefit microsimulation model. The data cannot be shared. Access to the data can be obtained by submitting a request to EUROSTAT.
References
Agresti, A.: Analysis of Ordinal Categorical Data. Wiley Series in Probability and Statistics. Wiley (2010)
Almeida, V., Barrios, S., Christl, M., Poli, S. D., Tumino, A., van der Wielen, W.: The impact of COVID-19 on households’ income in the EU. The Journal of Economic Inequality (2021)
Bargain, O.: Back to the future: decomposition analysis of distributive policies using behavioural simulations. Int. Tax Public Financ. 19(5), 708–731 (2012)
Bargain, O., Callan, T.: Analysing the effects of tax-benefit reforms on income distribution: a decomposition approach. J. Econ. Inequal. 8(1), 1–21 (2010)
Beirne, K., Doorley, K., Regan, M., Roantree, B., Tuda, D.: The Potential Costs and Distributional Effect of Covid-19 Related Unemployment in Ireland. Budget Perspectives 2021 Paper 1. The Economic & Social Research Institute, Dublin (2020)
Biewen, M., Jenkins, S. P.: A framework for the decomposition of poverty differences with an application to poverty differences between countries. Empir. Econ. 30(2), 331–358 (2005)
Bourguignon, F., Fournier, M., Gurgand, M.: Fast development with a stable income distribution: taiwan, 1979–94. Rev. Income Wealth 47(2), 139–163 (2001)
Bourguignon, F., Ferreira, F. H., Leite, P. G.: Beyond Oaxaca-Blinder: accounting for differences in household income distributions. Journal of Economic Inequality 6, 117–148 (2008)
Brewer, M., Gardiner, L.: The initial impact of covid-19 and policy responses on household incomes. Oxf. Rev. Econ. Policy 36(S1), S187–S199 (2020)
Brewer, M., Tasseva, I.: Did the uk policy response to covid-19 protect household incomes? J. Econ. Inequal. 19 (2021)
Bronka, P., Collado, D., Richiardi, M. G.: The covid-19 crisis response helps the poor: the distributional and budgetary consequences of the uk lock-down. Technical report (2020)
Bruckmeier, K., Peichl, A., Popp, M., Wiemers, J., Wollmershäuser, T.: Distributional effects of macroeconomic shocks in real-time. J. Econ. Inequal. 19, 459–487 (2021)
Burzynski, M., Machado, J., Aalto, A., Beine, M., Haas, T., Kemp, F., Magni, S., Mombaerts, L., Picard, P., Proverbio, D., Skupin, A., Docquier, F.: Covid-19 Crisis Management in Luxembourg: Insights from an Epidemionomic Approach WorkingPaper 2020-08. LISER, Luxembourg (2020)
Canto, O., Figari, F., Fiorio, C. V., Kuypers, S., Marchal, S., Romaguera-de-la Cruz, M., Tasseva, I. V., Verbist, G.: Welfare resilience at the onset of the covid-19 pandemic in a selection of european countries: Impact on public finance and household incomes. Review of Income and Wealth, n/a(n/a) (2021)
Cerniauskas, N., Sologon, D., O’Donoghue, C., Tarasonis, L.: Income inequality and redistribution in lithuania: the role of policy, labour market, income and demographics. Review of Income and Wealth (2021)
Chetty, R., Friedman, J., Hendren, N., Machal, S.: How Did Covid-19 and Stabilization Policies Affect Spending and Employment? a New Real-Time Economic Tracker Based on Private Sector Data. NBER Working Paper No 27431. National Bureau of Economic Research, Cambridge (2020)
Coffey, C., Doorley, K., Roantree, B., O’Toole, C.: The effect of the covid-19 pandemic on consumption and indirect taxes in ireland. Budget Perspectives 2021 (2020)
DiNardo, J., Fortin, N. M., Lemieux, T.: Labor market institutions and the distribution of wages, 1973-1992: a semiparametric approach. Econometrica 64(5), 1001–1044 (1996)
Dingel, J., Neiman, B.: How Many Jobs Can Be Done at Home? Technical Report, NBER Working Paper No 26948. National Bureau of Economic Research, Cambridge (2020)
Dolls, M., Fuest, C., Peichl, A.: Automatic stabilizers and economic crisis: Us vs. Europe. J. Public Econ. 96, 279–294 (2012)
Dolls, M., Fuest, C., Peichl, A., Wittneben, C.: Fiscal Consolidation and Automatic Stabilization: New Results. EconPol Working Paper 39, ifo Institute - Leibniz Institute for Economic Research at the University of Munich (2020)
Eichenbaum, M. S., Rebelo, S., Trabandt, M.: The Macroeconomics of Epidemics. Technical Report, NBER Working Paper No 26882. National Bureau of Economic Research, Cambridge (2020)
Esping-Andersen, G.: The Three Worlds of Welfare Capitalism. Princeton University Press, Princeton (1990)
EUROMOD: Euromod country report, Luxembourg 2017-2020. Technical report (2020)
Ferrera, M.: The ‘southern model’ of welfare in social europe. J. Eur. Soc. Policy 6(1), 17–37 (1996)
Figari, F., Fiorio, C. V.: Welfare Resilience in the Immediate Aftermath of the Covid-19 Outbreak in Italy EUROMOD Working Paper No 06/20. The Institute for Social and Economic Research, Essex (2020)
Hale, T., Angrist, N., Cameron-Blake, E., Hallas, L., Kira, B., Majumdar, S., Petherick, A., Philipps, T., Tatlow, H., Webster, S.: Variation in Government Responses to Covid-19. Technical Report, BSG-WP-2020/032, Version 8 (October 2020). Blavatnik School of Government, University of Oxford, Oxford (2020)
Jenkins, S., Brandolini, A., Micklewright, J., Nolan, B., Basso, G.: The Great Recession and the Distribution of Household Income., Chapter The Great 2 and Its Consequences for Household Incomes in 21 Countries. Pages 33–89. Oxford University Press, Oxford (2012)
Kakwani, N.: Measurement of tax progressivity: an international comparison. Econ. J. 87(345), 71–80 (1977)
Lambert, P. J.: The Distribution and Redistribution of Income Pages 200–226. Macmillan Education, UK (1992)
Lerman, R. I., Yitzhaki, S.: Income inequality effects by income. Rev. Econ. Stat. 67(1), 151–156 (1985)
Levy, H., Lietz, C., Sutherland, H.: Swapping policies: Alternative tax-benefit strategies to support children in Austria, Spain and the UK. J. Soc. Policy 36(4), 625–647 (2007)
Li, J., O’Donoghue, C.: Evaluating binary alignment methods in microsimulation models. J. Artif. Soc. Soc. Simul. 17(1), 15 (2014)
Li, J., Vidyattama, Y., La, H., Miranti, R., Sologon, D.: The impact of covid-19 and policy reponses on autralian income distribution. unpublished manuscript (2020)
Navicke, J., Rastrigina, O., Sutherland, H.: Nowcasting indicators of poverty risk in the european union: a microsimulation approach. Soc. Indic. Res. 119, 101–119 (2014)
O’Donoghue, C., Loughrey, J.: Nowcasting in microsimulation models: a methodological survey. J. Artif.Soc. Soc. Simul. 17(4) (2014)
O’Donoghue, C., Solognon, D. M., Kyzyma, I., McHale, J.: Modelling the distributional impact of the covid-19 crisis. Fisc. Stud. 41(2), 321–336 (2020)
O’Donoghue, C., Sologon, D.: Evaluating microsimulation based methods to nowcast household income survey data. In: Online Expert meeting on nowcasting and mid-term projections through microsimulation models (2021)
Paulus, A., Tasseva, I. V.: Europe through the crisis: Discretionary policy changes and automatic stabilizers. Oxf. Bull. Econ. Stat. 82(4), 864–888 (2020)
Salgado, M., Figari, F., Sutherland, H., Tumino, A.: Welfare compensation for unemployment in the great recession. Rev. Income Wealth 60(suppl.), S177–S204 (2014)
Sologon, D. M., Van Kerm, P., Li, J., O’donoghue, C.: Accounting for differences in income inequality across countries: tax-benefit policy, labour market structure, returns and demographics. J. Econ. Inequal. 19, 13–43 (2021)
Sutherland, H., Figari, F.: EUROMOD: the European Union tax-benefit microsimulation model. Int. J. Microsimul. 6(1) (2013)
Van Kerm, P.: Generalized measures of wage differentials. Empir. Econ. 45(1), 465–482 (2013)
Acknowledgements
This research is part of the project Modelling the macroeconomic and distributional effects of COVID-19 and restarting scenarios supported by the National Research Fund, Luxembourg (grant COVID-19/2020-2/14854549/MODVid). We would like to acknowledge the data support of Johann Neumayr, Marco Schockmel, Mehran Kafaï, Paul Reiff, Véronique Sinner and Jérôme Hury at Statec, and Joel Machado and Kristell Leduc at LISER. The results use EUROMOD version I2.0+, which is maintained, developed and managed by the Joint Research Centre (JRC) of the European Commission, in collaboration with EUROSTAT and national teams from the EU countries. The results and their interpretation are our responsibility. We are grateful for comments from Frédéric Docquier, Karina Doorley, from participants of the Research Colloquium at Trier University, the IMA Conference on ”Microsimulation modelling of policy responses to COVID-19”, the joint LISER-NUIG-IMA Microsimulation and Inequality Seminar and the ISER Online Expert meeting on nowcasting and mid-term projections through microsimulation models. The data that support the findings of this study are available from EUROSTAT, but restrictions apply to the availability of these data, which were used under license for the current study, and so are not publicly available. Data are however available from the authors upon reasonable request and with permission of EUROSTAT.
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Sologon, D.M., O’Donoghue, C., Kyzyma, I. et al. The COVID-19 resilience of a continental welfare regime - nowcasting the distributional impact of the crisis. J Econ Inequal 20, 777–809 (2022). https://doi.org/10.1007/s10888-021-09524-4
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DOI: https://doi.org/10.1007/s10888-021-09524-4
Keywords
- COVID-19
- Nowcasting
- Microsimulation
- Income inequality
- Tax-benefit policy