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Source: Journal Citation ReportsTM from ClarivateTM 2022

Entrepreneurship and Sustainability Issues Open access
Journal Impact FactorTM (2022) 1.7
Journal Citation IndicatorTM (2022) 0.42
Received: 2023-07-15  |  Accepted: 2023-10-15  |  Published: 2023-12-30

Title

Changes in real income of households in the Czech Republic due to the Russian invasion of Ukraine


Abstract

The objective of the paper was to assess the impact of the invasion of Ukraine by the Russian Federation on real household income in the Czech Republic. The research methods used in the study include content analysis, seasonal modification of SARIMA, and discounting method, specifically NPV. Data were collected from publicly available sources of the Czech Statistical Office. Based on a content analysis of the macroeconomic indicators under study, inflation and gross monthly household income were selected to examine further development of real household income in the Czech Republic. Based on historical data, the SARIMA model made statistically relevant forecasts of the selected variables for the "pre-war" year 2022. Comparing real and forecast data, it was confirmed that the Russian invasion of Ukraine (from 24th February 2022 onwards) has shown how vulnerable the European financial system is to external shocks, which can be observed in significant inflationary changes. The ability of the SARIMA model to handle a larger range of data and accurately determined seasonality was demonstrated in forecasting the development of real household income. The identified economic consequences of deviations of the real and forecast figures in the "pre-war" period showed new realities in turbulent economic conditions. In order to further expand the research, combining the applied method with other analytical tools can be recommended. Moreover, it is advisable to include new relevant variables in the model. This would allow understanding better and forecasting the development of real household income in the context of current economic events.


Keywords

prediction, inflation, household income, invasion, Ukraine


JEL classifications

M21 , E31 , E61


URI

http://jssidoi.org/jesi/article/1125


DOI


Pages

37-53


Funding


This is an open access issue and all published articles are licensed under a
Creative Commons Attribution 4.0 International License

Authors

Vochozka, Marek
DTI University, Dubnica nad Váhom, Slovakia http://www.dti.sk
Institute of Technology and Business in České Budějovice, České Budějovice, Czech Republic https://www.vstecb.cz
Articles by this author in: CrossRef |  Google Scholar

Škapa, Stanislav
Brno University of Technology, Brno, Czech Republic https://www.vutbr.cz
Articles by this author in: CrossRef |  Google Scholar

Apanovych, Yelyzaveta
Institute of Technology and Business in České Budějovice, České Budějovice, Czech Republic https://www.vstecb.cz
Articles by this author in: CrossRef |  Google Scholar

Journal title

Entrepreneurship and Sustainability Issues

Volume

11


Number

2


Issue date

December 2023


Issue DOI


ISSN

ISSN 2345-0282 (online)


Publisher

VšĮ Entrepreneurship and Sustainability Center, Vilnius, Lithuania

Cited

Google Scholar

Article views & downloads

HTML views: 483  |  PDF downloads: 258

References


Al-Zoubi, H. A., O'Sullivan, J. A., & Alwathnani, A. M. (2018). Business Cycles, Financial Cycles and Capital Structure. Annals of Finance, 14(1), 105-123. https://doi.org/10.1007/s10436-017-0306-z

Search via ReFindit


Ali, M., Alam, N., & Rizvi, S. A. R. (2020). Coronavirus (COVID-19) - An Epidemic or Pandemic for Financial Markets. Journal of Behavioral and Experimental Finance, 27, 100341. https://doi.org/10.1016/j.jbef.2020.100341

Search via ReFindit


Aliu, F., Hašková, S., & Bajra, U. Q. (2022). Consequences of Russian invasion on Ukraine: evidence from foreign exchange rates. The Journal of Risk Finance, 40–58. https://doi.org/10.1108/JRF-05-2022-0127

Search via ReFindit


Androniceanu, A. (2021). Transparency in public administration as a challenge for a good democratic governance. Administratie si Management Public, 36, 149-164. https://doi.org/10.24818/amp/2021.36-09

Search via ReFindit


Androniceanu, A. (2023). The new trends of digital transformation and artificial intelligence in public administration. Administratie si Management Public, 40, 147-155. https://doi.org/10.24818/amp/2023.40-09

Search via ReFindit


Androniceanu, A., & Georgescu, I. (2023a). Public administration digitalisation and government effectiveness in EU countries. Central European Public Administration Review, 21(1), 7-30. https://doi.org/10.17573/cepar.2023.1.01

Search via ReFindit


Androniceanu, A., & Georgescu, I. (2023b). The impact of CO2 emissions and energy consumption on economic growth: a panel data analysis. Energies, 16(3), 1342; https://doi.org/10.3390/en16031342

Search via ReFindit


Androniceanu, A., & Sabie, O.M. (2022). Overview of green energy as a real strategic option for sustainable development. Energies, 15(22), 8573. https://doi.org/10.3390/en15228573

Search via ReFindit


Arjunan, K. (2022). A New Method to Estimate NPV and IRR from the Capital Amortization Schedule and the Advantages of the New Method. Australasian Accounting Business and Finance Journal, 16(6), 23-44.

Search via ReFindit


Arner, D. W., Avgouleas, E., & Gibson, E. C. (n.d.). COVID-19, Macroeconomic and Sustainability Shocks, Moral Hazard and Resolution of Systemic Banking Crises: Designing Appropriate Systems of Public Support. European Business Organization Law Review. https://doi.org/10.1007/s40804-022-00255-1

Search via ReFindit


Ashta, A. (2021). Towards a New Form of Undemocratic Capitalism: Introducing Macro-Equity to Finance Development Post COVID-19 Crisis. Journal of Risk and Financial Management, 14(3), 116. https://doi.org/10.3390/jrfm14030116

Search via ReFindit


Astrov, V., Ghodsi, M., Grieveson, R., Holzner, M., Kochnev, A., Landesmann, M., Pindyuk, O., Stehrer, R., Tverdostup, M., & Bykova, A. (2022). Russia’s Invasion of Ukraine: Assessment of the Humanitarian, Economic, and Financial Impact in the Short and Medium Term. International Economics and Economic Policy, 19(2), 331-381. https://doi.org/10.1007/s10368-022-00546-5

Search via ReFindit


Babecky, J., Franta, M., & Rysanek, J. (2018). Fiscal Policy within the DSGE-VAR Framework. Economic Modelling, 75, 23-37. https://doi.org/10.1016/j.econmod.2018.06.005

Search via ReFindit


Battiston, S., Farmer, J. D., Flache, A., Garlaschelli, D., Haldane, A. G., Heesterbeek, H., Hommes, C., Jaeger, C., May, R., & Scheffer, M. (2016). COMPLEX SYSTEMS Complexity Theory and Financial Regulation. Science, 351(6275), 818-819. https://doi.org/10.1126/science.aad0299

Search via ReFindit


Belas, J., Strnad, Z., Gavurova, B., Cepel, M. (2019). Business environment quality factors research – SME management's platform. Polish Journal of Management Studies, 20(1), 64-77. https://doi.org/10.17512/pjms.2019.20.1.06

Search via ReFindit


Bloom, N. (2014). Fluctuations in Uncertainty. Journal of Economic Perspectives, 28(2), 153-175. https://doi.org/10.1257/jep.28.2.153

Search via ReFindit


Boyer, R. (2018). Marx’s Legacy, Regulation Theory and Contemporary Capitalism. Review of Political Economy, 30(3), 284-316. https://doi.org/10.1080/09538259.2018.1449480

Search via ReFindit


Braunerhjelm, P. (2022). Rethinking Stabilization Policies; Including Supply-Side Measures and Entrepreneurial Processes. Small Business Economics, 58(2), 963-983. https://doi.org/10.1007/s11187-021-00520-6

Search via ReFindit


Cavallari, L. (2022). The International Real Business Cycle When Demand Matters. Journal of Macroeconomics, 73, 103445. https://doi.org/10.1016/j.jmacro.2022.103445

Search via ReFindit


Čermáková, K., Hromada, E., & Machová, V. (2022). Comparison of Property Price Development in Regions Affected by Mining with Other Regions of the CR. Acta Montanistica Slovaca, 27(2), 491-504. https://doi.org/10.46544/AMS.v27i2.16

Search via ReFindit


Chin, K.-H. (2022). Inflation Persistence and Monetary Policy: DSGE-VAR Approach. Manchester School, 90(6), 715-729. https://doi.org/10.1111/manc.12420

Search via ReFindit


Della Posta, P., & Morroni, M. (2022). The Credibility of Monetary Policy and the Fiscal Response to the Pandemic in the Eurozone. Evolutionary and Institutional Economics Review, 19(1), 77-96. https://doi.org/10.1007/s40844-021-00226-0

Search via ReFindit


Demchenko, I., & Iatsukh, O. (2018). The Problem of Unprofitable Activity of Enterprises in Ukraine. Baltic Journal of Economic Studies, 4(2), 64-69. https://doi.org/10.30525/2256-0742/2018-4-2-64-69

Search via ReFindit


Egrioglu, E., Bas, E., Cansu, T., & Kara, M. A. (n.d.). A New Nonlinear Causality Test Based on Single Multiplicative Neuron Model Artificial Neural Network: A Case Study for Turkey. Neural Computing and Applications. https://doi.org/10.1007/s00521-023-06679-6

Search via ReFindit


Ferrández Serrano, V., & Angosto-Fernández, P. L. (2022). A Russian Carol: Impact and Dependence on Global Equity Markets during the Ukraine Invasion. Journal of Economic Studies. https://doi.org/10.1108/JES-06-2022-0364

Search via ReFindit


Gavurova, B., Belas, J., Bilan, Y., & Horak, J. (2020). Study of legislative and administrative obstacles to SMEs business in the Czech Republic and Slovakia. Oeconomia Copernicana, 11(4), 689-719. https://doi.org/10.24136/oc.2020.028

Search via ReFindit


Gavurova, B., Schonfeld, J., Bilan, Y., & Dudas, T. (2022). Study of the Differences in the Perception of the Use of the Principles of Corporate Social Responsibility in Micro, Small and Medium-Sized Enterprises in the V4 Countries. Journal of Competitiveness, 14(2), 23–40. https://doi.org/10.7441/joc.2022.02.02

Search via ReFindit


Gavurova, B., Soltes, M., & Kovac, V. (2017). Application of cluster analysis in process of competitiveness modelling of Slovak Republic regions. Transformations in Business & Economics, 16(3).

Search via ReFindit


Geltner, D., Kumar, A., & Van de Minne, A. M. (2023). Is There Super-Normal Profit in Real Estate Development? Journal of Real Estate Research. https://doi.org/10.1080/08965803.2022.2069331

Search via ReFindit


Godechot, O., Neumann, N., Apascaritei, P., Boza, I., Hallsten, M., Henriksen, L., Hermansen, A., et al. (2022). Ups and Downs in Finance, Ups without Downs in Inequality. Socio-Economic Review. https://doi.org/10.1093/ser/mwac036

Search via ReFindit


Gresova, E., & Svetlik, J. (2021). Simulation Modeling of the Czech Republic Economy with Development Forecasting. Mm Science Journal, 2021, 4463-4467. https://doi.org/10.17973/MMSJ.2021_6_2021047

Search via ReFindit


Haq, M., Tripe, D., & Seth, R. (2022). Do Traditional Off-Balance Sheet Exposures Increase Bank Risk? Journal of International Financial Markets, Institutions & Money, 80, 101627. https://doi.org/10.1016/j.intfin.2022.101627

Search via ReFindit


Irtyshcheva, I., Kramarenko, I., & Sirenko, I. (2022). The Economy of War and Postwar Economic Development: World and Ukrainian Realities. Baltic Journal of Economic Studies, 8(2), 78-82. https://doi.org/10.30525/2256-0742/2022-8-2-78-82

Search via ReFindit


James, N., Menzies, M., & Chin, K. (2022). Economic State Classification and Portfolio Optimisation with Application to Stagflationary Environments. Chaos, Solitons & Fractals, 164, 112664. https://doi.org/10.1016/j.chaos.2022.112664

Search via ReFindit


Johannesson, J., & Clowes, D. (2022). Energy Resources and Markets - Perspectives on the Russia-Ukraine War. European Review, 30(1), 4-23. https://doi.org/10.1017/S1062798720001040

Search via ReFindit


Jondeau, E., & Rockinger, M. (2019). Predicting Long-Term Financial Returns: VAR versus DSGE Model - A Horse Race. Journal of Money, Credit and Banking, 51(8), 2239-2291. https://doi.org/10.1111/jmcb.12586

Search via ReFindit


Karel, T., & Hebak, P. (2018). Forecasting Czech GDP Using Bayesian Dynamic Model Averaging. International Journal of Economic Sciences, 7(1), 65-81. https://doi.org/10.20472/ES.2018.7.1.004

Search via ReFindit


Kocourek, A., Simanova, J., & Smida, J. (2016). Estimation of Regional Price Levels in the Districts of the Czech Republic. Statistika-Statistics and Economy Journal, 96(4), 56-70.

Search via ReFindit


Krkoskova, R. (2019). Modelling Macroeconomic Aggregates of the Czech and Slovak Economies Using VAR Models. Politicka Ekonomie, 67(6), 593-610. https://doi.org/10.18267/j.polek.1262

Search via ReFindit


Liang, F., Zhang, H., & Fang, Y. (2022). The Analysis of Global RMB Exchange Rate Forecasting and Risk Early Warning Using ARIMA and CNN Model. Journal of Organizational and End User Computing, 34(8). https://doi.org/10.4018/JOEUC.300762

Search via ReFindit


Lichner, I., Lyocsa, S., & Vyrostova, E. (2022). Nominal and Discretionary Household Income Convergence: The Effect of a Crisis in a Small Open Economy. Structural Change and Economic Dynamics, 61, 18-31. https://doi.org/10.1016/j.strueco.2022.02.004

Search via ReFindit


Liu, J., Zhao, Z., Zhong, Y., Zhao, C., & Zhang, G. (2022). Prediction of the Dissolved Gas Concentration in Power Transformer Oil Based on SARIMA Model. Energy Reports, 8, 1360-1367. https://doi.org/10.1016/j.egyr.2022.03.020

Search via ReFindit


Lu, B., Yang, M., Cumming, R. G., & Stanaway, F. F. (2020). Falls and Impact on Disability and Healthy Life Expectancy in China: Evidence from the China Health and Retirement Longitudinal Survey (CHARLS). China Economic Review, 61, 101426. https://doi.org/10.1016/j.chieco.2020.101426

Search via ReFindit


Lytvynova, I., Ignatyuk, A., Knir, M., & Liubkina, O. (2022). The Impact of the War with Russia on the Export/Import of Ukraine and Possible Tools to Restore the Ukrainian Economy. Amazonia Investiga, 11(53), 16-25. https://doi.org/10.34069/AI/2022.53.05.2

Search via ReFindit


Martin-Rios, C., & Pasamar, S. (2018). Service Innovation in Times of Economic Crisis: The Strategic Adaptation Activities of the Top EU Service Firms. R&D Management, 48(2), 195-209. https://doi.org/10.1111/radm.12276

Search via ReFindit


Mauersberger, F., Nagel, R., & Buehren, C. (2020). Bounded Rationality in Keynesian Beauty Contests: A Lesson for Central Bankers? Economics-The Open Access Open-Assessment E-Journal, 14. https://doi.org/10.5018/economics-ejournal.ja.2020-16

Search via ReFindit


Moosa, I. A., & Merza, E. (2022). The Effect of COVID-19 on Foreign Direct Investment Inflows: Stylised Facts and Some Explanations. Future Business Journal, 8(1), 20. https://doi.org/10.1186/s43093-022-00129-5

Search via ReFindit


Musil, P., & Kramulova, J. (2019). Development of Regional Price Levels in the Czech Republic. In M. Boda, V. Mendelova, & M. Grausova (Eds.), Proceedings of the 22nd International Scientific Conference on Applications of Mathematics and Statistics in Economics (Amse 2019). Paris: Atlantis Press, 30-38. https://www.webofscience.com/wos/woscc/full-record/WOS:000558637800004

Search via ReFindit


Osicka, J., & Cernoch, F. (2022). European Energy Politics after Ukraine: The Road Ahead. Energy Research & Social Science, 91, 102757. https://doi.org/10.1016/j.erss.2022.102757

Search via ReFindit


Radchenko, O., Tulush, L., & Leontovych, S. (2023). Financial instruments for ensuring national security: experience of Ukraine in military conditions. Insights into Regional Development, 5(1), 10-25. https://doi.org/10.9770/IRD.2023.5.1(1)

Search via ReFindit


Santos, A. D., Silva, N. T., & Castela, G. (2019). A Costatis Approach to Business Sustainability in Turbulent Environments from 2008 to 2014. International Journal for Quality Research, 13(4), 887-900. https://doi.org/10.24874/IJQR13.04-10

Search via ReFindit


Shen, Y., Shi, X., & Padinjare Variam, H. M. (2018). Risk Transmission Mechanism between Energy Markets: A VAR for VaR Approach. Energy Economics, 75, 377-388. https://doi.org/10.1016/j.eneco.2018.08.027

Search via ReFindit


Shkurupii, O., Pedchenko, N., Shymanovska-Dianych, L., Yakhno, T., & Franko, L. (2021). Macroeconomic Effect of Corporate Social Responsibility: Ukraine's International Status. Financial and Credit Activity-Problems of Theory and Practice, 6(41), 318-328. https://doi.org/10.18371/fcaptp.v6i41.251464

Search via ReFindit


Soltes, V., & Gavurova, B. (2014). Innovation policy as the main accelerator of increasing the competitiveness of small and medium-sized enterprises in Slovakia. International Conference on Emerging Markets Queries in Finance and Business, Oct. 24-27, 2013. Emerging Markets Queries in Finance and Business (EMQ 2013). Edited by: Stefan, D; Comes, CA; Munteanu, A; Nistor, P; Stefan, AB. Procedia Economics and Finance, 15, 1478-1485. 00614-5 https://doi.org/10.1016/s2212-5671(14)

Search via ReFindit


Soltes, V., & Gavurova, B. (2015). Modification of Performance Measurement System in the Intentions of Globalization Trends. Polish Journal of Management Studies, 11(2), 160-170.

Search via ReFindit


Teplova, T., & Ruzanov, D. P. (2019). One Approach for Backtesting VaR Specifications in the Russian Stock Market. Inžinerinė Ekonomika-Engineering Economics, 30(1), 32-40. https://doi.org/10.5755/j01.ee.30.1.17795

Search via ReFindit


Tevdovski, D., Petrevski, G., & Bogoev, J. (2019). The Effects of Macroeconomic Policies under Fixed Exchange Rates: A Bayesian VAR Analysis. Economic Research-Ekonomska Istraživanja, 32(1), 2138-2160. https://doi.org/10.1080/1331677X.2019.1579661

Search via ReFindit


Tran, N. V. (2022). Understanding Household Consumption Behaviour: What Do We Learn from a Developing Country? B E Journal of Economic Analysis & Policy, 22(4), 801-858. https://doi.org/10.1515/bejeap-2022-0036

Search via ReFindit


Vasile, V., Panait, M., & Apostu, S. A. (2021). Financial Inclusion Paradigm Shift in the Postpandemic Period. Digital-Divide and Gender Gap. International Journal of Environmental Research and Public Health, 18(20), 10938. https://doi.org/10.3390/ijerph182010938

Search via ReFindit


Vochozka, M., Horak, J., & Krulicky, T. (2020). Innovations in Management Forecast: Time Development of Stock Prices with Neural Networks. Marketing and Management of Innovations, 2, 324-339. https://doi.org/10.21272/mmi.2020.2-24

Search via ReFindit


Vrbka, J., Machova, V., & Turkova, M. (2018). Evaluation of the stock prices of a concrete company. In 9th International Scientific Conference "Company Diagnostics, Controlling and Logistic".

Search via ReFindit


Westerhout, E., Meijdam, L., Ponds, E., & Bonenkamp, J. (2022). Should We Revive PAYG? On the Optimal Pension System in View of Current Economic Trends. European Economic Review, 148, 104227. https://doi.org/10.1016/j.euroecorev.2022.104227

Search via ReFindit


Zhang, X., Wu, X., Zhu, G., Lu, X., & Wang, K. (2022). A Seasonal ARIMA Model Based on the Gravitational Search Algorithm (GSA) for Runoff Prediction. Water Supply, 22(8), 6959-6977. https://doi.org/10.2166/ws.2022.263

Search via ReFindit


Zubikova, A., & Smolak, P. (2022). Macroeconomic Impacts of the Covid-19 Pandemic in the Czech Republic in the Period of 2020-2021. International Journal of Economic Sciences, 11(1), 117-145. https://doi.org/10.52950/ES.2022.11.1.008

Search via ReFindit