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Evaluation of the impacts of the COVID-19 pandemic on the development of the unemployment rate in Slovakia: counterfactual before-after comparison

Author

Listed:
  • Lucia Svabova

    (University of Zilina, Slovakia)

  • Eva Nahalkova Tesarova

    (University of Zilina, Slovakia)

  • Marek Durica

    (University of Zilina, Slovakia)

  • Lenka Strakova

    (University of Zilina, Slovakia)

Abstract

Research background: The COVID-19 pandemic, which hit the world in the first quarter of 2020, has impacted almost every area of people's lives. Many states have introduced varying degrees of measures to prevent its spread. Most of these measures were, or still are, aimed at reducing or completely stopping the operation of shops and services, or in some cases, also the large manufacturing companies. However, as many companies have failed to cope with these restrictions, unemployment has risen in almost all EU countries. A similar situation was also observed in Slovakia, where the mentioned measures also had a significant impact on unemployment. Purpose of the article: In this study, we deal with the quantification of the impact of a pandemic, or more precisely, anti-pandemic measures, on the development of the registered unemployment rate in Slovakia. Methods: This quantification is based on the counterfactual method of before-after comparison, which is one of the most widely used methods in the field of impact assessments and brings very accurate results, based on real data. In the analysis, we use officially published data on the unemployment rate in Slovakia during the years 2013–2020 on a monthly basis. Such a long time series, using statistical methods of its decomposition and modelling of its trend, will allow predicting the development of the unemployment rate in Slovakia, assuming a counterfactual situation of no pandemic, and compare this development with the actual situation that occurred during 2020. Findings & Value added: The study results indicate an increase in the unemployment rate in Slovakia during 2020 by 2–3% compared to the trend of its development, which would have occurred without a pandemic. Given the counterfactual method used, this difference can be described as the impact of the COVID-19 pandemic. The results of the study can be used in practice in the design and implementation of measures introduced to mitigate the impacts of the pandemic on unemployment and, in the long-term perspective, also to eliminate these effects as much as possible. It can also be used as a theoretical tool in conducting impact assessments, which have so far been carried out very rarely in Slovakia.

Suggested Citation

  • Lucia Svabova & Eva Nahalkova Tesarova & Marek Durica & Lenka Strakova, 2021. "Evaluation of the impacts of the COVID-19 pandemic on the development of the unemployment rate in Slovakia: counterfactual before-after comparison," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 16(2), pages 261-284, June.
    • Handle: RePEc:pes:ierequ:v:16:y:2021:i:2:p:261-284
    DOI: 10.24136/eq.2021.010
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    1. Miroslav Štefánik & Katarína Karasová & Ivana Studená, 2020. "Can supporting workplace insertions of unemployed recent graduates improve their long-term employability?," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 47(2), pages 245-265, May.
    2. Carola Binder, 2020. "Coronavirus Fears and Macroeconomic Expectations," The Review of Economics and Statistics, MIT Press, vol. 102(4), pages 721-730, 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. Pelucha, Martin & Kveton, Viktor & Potluka, Oto, 2019. "Using mixed method approach in measuring effects of training in firms: Case study of the European Social Fund support," Evaluation and Program Planning, Elsevier, vol. 73(C), pages 146-155.
    5. Martin S Eichenbaum & Sergio Rebelo & Mathias Trabandt, 2021. "The Macroeconomics of Epidemics [Economic activity and the spread of viral diseases: Evidence from high frequency data]," The Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5149-5187.
    6. Eleanor J. Choi & Jaewoo Choi & Hyelim Son, 2020. "The Long-Term Effects of Labor Market Entry in a Recession: Evidence from the Asian Financial Crisis," Working Papers 637, Princeton University, Department of Economics, Industrial Relations Section..
    7. Thomas Kruppe & Julia Lang, 2018. "Labour market effects of retraining for the unemployed: the role of occupations," Applied Economics, Taylor & Francis Journals, vol. 50(14), pages 1578-1600, March.
    8. Liu, Chunyan & Wang, Leiheng, 2020. "A formative assessment of gender awareness and ability of staff based on the service programs of the All-China Women's Federation: The case of the “3861 My Home” program," Evaluation and Program Planning, Elsevier, vol. 78(C).
    9. Padhan, Rakesh & Prabheesh, K.P., 2021. "The economics of COVID-19 pandemic: A survey," Economic Analysis and Policy, Elsevier, vol. 70(C), pages 220-237.
    10. Arco-Tirado, J.L. & Fernández-Martín, F. & Ramos-García, A.M. & Littvay, L. & Villoria, J. & Naranjo, J.A., 2018. "A counterfactual impact evaluation of a bilingual program on students’ grade point average at a spanish university," Evaluation and Program Planning, Elsevier, vol. 68(C), pages 81-89.
    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. Palomino, Juan C. & Rodríguez, Juan G. & Sebastian, Raquel, 2020. "Wage inequality and poverty effects of lockdown and social distancing in Europe," European Economic Review, Elsevier, vol. 129(C).
    13. Sauvagnat, Julien & Barrot, Jean-Noël & Grassi, Basile, 2020. "Estimating the costs and benefits of mandated business closures in a pandemic," CEPR Discussion Papers 14757, C.E.P.R. Discussion Papers.
    14. Maria Cristina Barbieri Góes & Ettore Gallo, 2021. "Infection Is the Cycle: Unemployment, Output and Economic Policies in the COVID-19 Pandemic," Review of Political Economy, Taylor & Francis Journals, vol. 33(3), pages 377-393, July.
    15. van der Wielen, Wouter & Barrios, Salvador, 2021. "Economic sentiment during the COVID pandemic: Evidence from search behaviour in the EU," Journal of Economics and Business, Elsevier, vol. 115(C).
    16. 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.
    17. Giovanni Cerulli, 2022. "Econometric Evaluation of Socio-Economic Programs," Advanced Studies in Theoretical and Applied Econometrics, Springer, edition 2, number 978-3-662-65945-8, July-Dece.
    18. Miroslav Stefanik, 2014. "Estimating treatment effects of a training programme in Slovakia using propensity score matching," Journal of Economics / Ekonomicky casopis, Institute of Economic Research, Slovak Academy of Sciences, vol. 1(1), pages 1-15, June.
    19. Choi, Eleanor Jawon & Choi, Jaewoo & Son, Hyelim, 2020. "The long-term effects of labor market entry in a recession: Evidence from the Asian financial crisis," Labour Economics, Elsevier, vol. 67(C).
    20. Hashimoto, Ken-ichi & Im, Ryonghun & Kunieda, Takuma, 2020. "Asset Bubbles, Unemployment, and a Financial Crisis," Journal of Macroeconomics, Elsevier, vol. 65(C).
    21. Bonam, Dennis & de Haan, Jakob & van Limbergen, Duncan, 2021. "Time-varying wage Phillips curves in the euro area with a new measure for labor market slack," Economic Modelling, Elsevier, vol. 96(C), pages 157-171.
    22. Svabova, Lucia & Kramarova, Katarina, 2021. "An analysis of participation factors and effects of the active labour market measure Graduate practice in Slovakia – Counterfactual approach," Evaluation and Program Planning, Elsevier, vol. 86(C).
    23. Dang, Hai-Anh H. & Viet Nguyen, Cuong, 2021. "Gender inequality during the COVID-19 pandemic: Income, expenditure, savings, and job loss," World Development, Elsevier, vol. 140(C).
    24. Baert, Stijn, 2021. "The iceberg decomposition: A parsimonious way to map the health of labour markets," Economic Analysis and Policy, Elsevier, vol. 69(C), pages 350-365.
    25. Ugo Trivellato, 2011. "Fifteen years of labour market regulations and policies in Italy: what have we learned from their evaluation?," Statistica, Department of Statistics, University of Bologna, vol. 71(2), pages 167-187.
    26. Liotti, Giorgio, 2020. "Labour market flexibility, economic crisis and youth unemployment in Italy," Structural Change and Economic Dynamics, Elsevier, vol. 54(C), pages 150-162.
    27. Choi, Eleanor J. & Choi, Jaewoo & Son, Hyelim, 2020. "The Long-Term Effects of Labor Market Entry in a Recession: Evidence from the Asian Financial Crisis," IZA Discussion Papers 13009, Institute of Labor Economics (IZA).
    28. Frondel, Manuel & Schmidt, Christoph M., 2005. "Evaluating environmental programs: The perspective of modern evaluation research," Ecological Economics, Elsevier, vol. 55(4), pages 515-526, December.
    29. Bargain, Olivier & Aminjonov, Ulugbek, 2021. "Poverty and COVID-19 in Africa and Latin America," World Development, Elsevier, vol. 142(C).
    30. Nasir Ababulgu Abasimel & Hika Wana Fufa, 2022. "The Horrors of COVID-19 and the Recent Macroeconomy in Ethiopia," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(1), pages 305-320, March.
    31. Mr. Ippei Shibata, 2020. "The Distributional Impact of Recessions: the Global Financial Crisis and the Pandemic Recession," IMF Working Papers 2020/096, International Monetary Fund.
    32. Bonam, Dennis & de Haan, Jakob & van Limbergen, Duncan, 2021. "Time-varying wage Phillips curves in the euro area with a new measure for labor market slack," Economic Modelling, Elsevier, vol. 96(C), pages 157-171.
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    More about this item

    Keywords

    unemployment; labour market; COVID-19; counterfactual evaluation;
    All these keywords.

    JEL classification:

    • C5 - Mathematical and Quantitative Methods - - Econometric Modeling
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • J08 - Labor and Demographic Economics - - General - - - Labor Economics Policies
    • J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search

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