Evaluation of the Effect of COVID-19 on Countries’ Sustainable Development Level: A comparative MCDM framework

  • Sema Kayapinar Kaya Department of Industrial Engineering, Munzur University, Tunceli, Turkey
Keywords: Pandemic, COVID-19, Sustainability, MAIRCA, Multi-Criteria Decision Making


The extent of the outbreak of coronavirus disease (COVID-19) had a major impact on health, social life, economic and environmental activities in almost every country over the world. It has disrupted the sustainable development of countries and brought many uncertainties for their future capabilities. In this study, the effects of the COVID-19 on OECD countries' sustainable development were investigated, and the sustainable development performance of the countries was evaluated by the MultiAttributive Ideal-Real Comparative Analysis (MAIRCA) method. Data for the second quarter of 2020 and the same quarter of the previous year is considered. Then, the results obtained by the MAIRCA method were compared with two different multi-criteria decision-making (MCDM) methods called MABAC (Multi‐Attributive Border Approximation Area Comparison) and WASPAS (Weighted Aggregated Sum Product Assessment). The effectiveness and validity of the results obtained from these methods were tested with Spearman's correlation coefficient. Finally, to examine the effect of COVID-19 on the indicators of sustainable development, a non-parametric Wilcoxon signed-rank test was applied. As a result, it was concluded that COVID-19 negatively affected the sustainable development of countries. However, sustainable development performances of developed countries have been observed to be better than developing countries.


Arsić, S.N., Pamučar, D., Suknović, M., Janošević, M., (2019). Menu evaluation based on rough MAIRCA and BW methods. Serbian Journal of Management 14, 27–48. https://doi.org/10.5937/sjm14-18736

AYÇİN, E., (2020). Using CRITIC and MAIRCA Methods in Personnel Selection Process. The Business Journal 1, 1–12.

Badi, I., Ballem, M., (2018). Supplier selection using the rough BWM-MAIRCA model: A case study in pharmaceutical supplying in Libya. Decision Making: Applications in Management and Engineering 1, 16–33.

Balcerzak, A.P., Pietrzak, M.B., (2016). Application of TOPSIS Method for Analysis of Sustainable Development in European Union Countries Institute of Economic Research Working Papers.

Bali Swain, R., Yang-Wallentin, F., (2020). Achieving sustainable development goals: predicaments and strategies. International Journal of Sustainable Development & World Ecology 27, 96–106.

Bedford, J., Enria, D., Giesecke, J., Heymann, D.L., Ihekweazu, C., Kobinger, G., Lane, H.C., Memish, Z., Oh, M., Sall, A.A., Schuchat, A., Ungchusak, K., Wieler, L.H., (2020). COVID-19: towards controlling of a pandemic. The Lancet 395, 1015–1018. https://doi.org/10.1016/S0140-6736(20)30673-5

Boral, S., Howard, I., Chaturvedi, S.K., McKee, K., Naikan, V.N.A., (2020). An integrated approach for fuzzy failure modes and effects analysis using fuzzy AHP and fuzzy MAIRCA. Engineering Failure Analysis 108, 104195.

CDC, (2020). International Locations with Confirmed COVID-19 Cases. Centers for Disease Control and Prevention. Available at: https://www.cdc.gov/coronavirus/2019-ncov/global-covid-19/world-map.html (accessed 5.29.20).

Chatterjee, K., Pamucar, D., Zavadskas, E.K., (2018). Evaluating the performance of suppliers based on using the R’AMATEL-MAIRCA method for green supply chain implementation in electronics industry. Journal of Cleaner Production 184, 101–129. https://doi.org/10.1016/j.jclepro.2018.02.186

Chatterjee, P., Mandal, N., Dhar, S., Chatterjee, S., Chakraborty, S., (2020). A novel decision-making approach for light weight environment friendly material selection. Materials Today: Proceedings, 2nd International Conference on Materials Manufacturing and Modelling, ICMMM – 2019, VIT University, Vellore, 29th - 31st March 2019 22, 1460–1469. https://doi.org/10.1016/j.matpr.2020.01.504

Chen, N., Zhou, M., Dong, X., Qu, J., Gong, F., Han, Y., Qiu, Y., Wang, J., Liu, Y., Wei, Y., (2020). Epidemiological and clinical characteristics of 99 cases of 2019 novel coronavirus pneumonia in Wuhan, China: a descriptive study. The Lancet 395, 507–513.

Coronavirus Update (Live): 13,612,973 Cases and 584,165 Deaths from COVID-19 Virus Pandemic - Worldometer, Available at: https://www.worldometers.info/coronavirus/?utm_campaign=homeADemocracynow(2020)%20dvegas1? (Accessed 7.15.2020).

COVID-19, (2020). IEA. URL https://www.iea.org/topics/covid-19 (accessed 7.16.20).

Deloitte Annual Turkish M&A Review, 2019. URL https://www2.deloitte.com/tr/en.html (accessed 5.29.20).

Ding, L., Shao, Z., Zhang, H., Xu, C., Wu, D., (2016). A comprehensive evaluation of urban sustainable development in China based on the TOPSIS-entropy method. Sustainability 8, 746.

Ekinci, E.B.M., Can, G.F., (2018). Evaluation of Workers’ Ergonomıc Rısk Levels Consıderıng Workıng Postures And Perceıved Workload Wıth Multı-Crıterıa Decısıon Makıng Approach. Ergonomics 1(2), 77–91.

Gang Kou, Yanqun Lu, Yi Peng, Yong Shı, (2012). Evaluation of Classifıcation Algorithms Using MCDM and Rank Correlation. International Journal of Information Technology & Decision Making 11, 197–225.

Gaspar, J. dos S., Marques, A.C., Fuinhas, J.A., (2017). The traditional energy-growth nexus: A comparison between sustainable development and economic growth approaches. Ecological Indicators 75, 286–296.

Gigović, L., Pamučar, D., Bajić, Z., Milićević, M., (2016). The combination of expert judgment and GIS-MAIRCA analysis for the selection of sites for ammunition depots. Sustainability 8, 372.

Gul, M., Ak, M.F., (2020). Assessment of occupational risks from human health and environmental perspectives: a new integrated approach and its application using fuzzy BWM and fuzzy MAIRCA. Stochastic Environmental Research And Rısk Assessment.

Hui, D.S., Azhar, E.I., Madani, T.A., Ntoumi, F., Kock, R., Dar, O., Ippolito, G., Mchugh, T.D., Memish, Z.A., Drosten, C., Zumla, A., Petersen, E., (2020). The continuing 2019-nCoV epidemic threat of novel coronaviruses to global health — The latest 2019 novel coronavirus outbreak in Wuhan, China. International Journal of Infectious Diseases 91, 264–266. https://doi.org/10.1016/j.ijid.2020.01.009

Kothari, R., Tyagi, V.V., Pathak, A., (2010). Waste-to-energy: A way from renewable energy sources to sustainable development. Renewable and Sustainable Energy Reviews 14, 3164–3170.

Lai, C.-C., Shih, T.-P., Ko, W.-C., Tang, H.-J., Hsueh, P.-R., (2020). Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and coronavirus disease-2019 (COVID-19): The epidemic and the challenges. International Journal of Antimicrobial Agents 55, 105924.

Li, Q., Guan, X., Wu, P., Wang, X., Zhou, L., Tong, Y., Ren, R., Leung, K.S.M., Lau, E.H.Y., Wong, J.Y., Xing, X., Xiang, N., Wu, Y., Li, C., Chen, Q., Li, D., Liu, T., Zhao, J., Liu, M., Tu, W., Chen, C., Jin, L., Yang, R., Wang, Q., Zhou, S., Wang, R., Liu, H., Luo, Y., Liu, Y., Shao, G., Li, H., Tao, Z., Yang, Y., Deng, Z., Liu, B., Ma, Z., Zhang, Y., Shi, G., Lam, T.T.Y., Wu, J.T., Gao, G.F., Cowling, B.J., Yang, B., Leung, G.M., Feng, Z., (2020). Early Transmission Dynamics in Wuhan, China, of Novel Coronavirus–Infected Pneumonia. New England Journal of Medicine 382, 1199–1207. https://doi.org/10.1056/NEJMoa2001316

Mateusz, P., Danuta, M., Malgorzata, Latuszyńska, Mariusz, B., Kesra, N., (2018). TOPSIS and VIKOR methods in study of sustainable development in the EU countries. Procedia Computer Science 126, 1683–1692.

News Article | World Travel & Tourism Council (WTTC), (2020). World Travel Tourism Council, UK.

What is OECD?, (2020). Ekonomist. Available at: https://www.ekonomist.com.tr/ekonomist/oecd-nedir.html (Accessed 6.20.2020).

Pamučar, D., Mihajlović, M., Obradović, R., Atanasković, P., (2017a). Novel approach to group multi-criteria decision making based on interval rough numbers: Hybrid DEMA℡-ANP-MAIRCA model. Expert Systems with Applications 88, 58–80.

Pamučar, D., Mihajlović, M., Obradović, R., Atanasković, P., (2017b). Novel approach to group multi-criteria decision making based on interval rough numbers: Hybrid DEMATEL-ANP-MAIRCA model. Expert Systems with Applications 88, 58–80. https://doi.org/10.1016/j.eswa.2017.06.037

Pamučar, D.S., Ćirović, G., Božanić, D., (2019). Application of interval valued fuzzy-rough numbers in multi-criteria decision making: the IVFRN-MAIRCA model. Yugoslav Journal of Operations Research 29, 221–247.

Pamucar, D.S., Pejcic Tarle, S., Parezanovic, T., (2018a). New hybrid multi-criteria decision-making DEMATEL MAIRCA model: sustainable selection of a location for the development of multimodal logistics centre. Economic research-Ekonomska istraživanja 31, 1641–1665.

Pamučar, D.S., Savin, L.M., (2020). Multiple-criteria model for optimal off-road vehicle selection for passenger transportation: BWM-COPRAS model. Vojnotehnički glasnik 68, 28–64.

Pirbasti, F.R.H., Modiri, M., Hafashjani, K.F., Komijan, A.R., (2020). Location of Hospital Waste Disposal Site With FSWARA-GIS-MAIRCA Hybrid Algorithm.

Sathaye, J., Lucon, O., Rahman, A., Christensen, J., Denton, F., Fujino, J., Heath, G., Mirza, M., Rudnick, H., Schlaepfer, A., Shmakin, A., Angerer, G., Bauer, C., Bazilian, M., Brecha, R., Burgherr, P., Clarke, L., Creutzig, F., Edmonds, J., Hagelüken, C., Hansen, G., Hultman, N., Jakob, M., Kadner, S., Lenzen, M., Macknick, J., Masanet, E., Nagai, Y., Olhoff, A., Olsen, K., Pahle, M., Rabl, A., Richels, R., Roy, J., Schei, T., Stechow, C. von, Steckel, J., Warner, E., Wilbanks, T., Zhang, Y., (2011). Renewable Energy in the Context of Sustainable Development. Renewable Energy Sources and Climate Change Mitigation.

Sustainable Development Goals, (2020). United Nations Sustainable Development. URL Available at: https://www.un.org/sustainabledevelopment/sustainable-development-goals/ (accessed 11.21.20).

Ulutaş, A., (2019). The Selection of Caterıng Fırm with Swara And Maırca Methods.Business & Management Studies: An International Journal. 7(4), 1467–1479. https://doi.org/10.15295/bmij.v7i4.1166

UNDP, (2020). UNDP. URL Available at: https://www.tr.undp.org/content/turkey/tr/home/presscenter/pressreleases/2020/04/COVID19-haritasi.html (accessed 7.16.20).

Wang, C., PW. Horby, FG Hayden, GF Gao, (2020). A novel coronavirus outbreak of global health concern. The Lancet 395, 470-473.

WHO, (2020). Naming the coronavirus disease (COVID-19) and the virus that causes it. Available at: https://www.who.int/emergencies/diseases/novel-coronavirus-2019/technical-guidance/naming-the-coronavirus-disease-(covid-2019)-and-the-virus-that-causes-it (Accessed 7.8.20).

World Economic Outlook, (2020). The Great Lockdown, Available at: https://www.imf.org/en/Publications/WEO/Issues/2020/04/14/weo-april-2020 (accessed 5.31.20).

Zavadskas, E.K., Cavallaro, F., Podvezko, V., Ubarte, I., Kaklauskas, A., (2017). MCDM Assessment of a Healthy and Safe Built Environment According to Sustainable Development Principles: A Practical Neighborhood Approach in Vilnius. Sustainability 9, 702. https://doi.org/10.3390/su9050702

How to Cite
Kayapinar Kaya, S. (2020). Evaluation of the Effect of COVID-19 on Countries’ Sustainable Development Level: A comparative MCDM framework. Operational Research in Engineering Sciences: Theory and Applications, 3(3), 101-122. Retrieved from https://oresta.rabek.org/index.php/oresta/article/view/76