Share:


Fuzzy model of sustainable development with the inclusion of financial variables

    Magdalena Zioło   Affiliation
    ; Anna Spoz   Affiliation
    ; Iwona Bąk   Affiliation
    ; Maciej Oesterreich   Affiliation

Abstract

The aim of the article was to build a model based on fuzzy logic describing the level of sustainable development for the individual EU Member States in 2009–2019 and to conduct fuzzy simulations as a result of which scenarios for the prediction of sustainable development acknowledging financial variables (the share of environmental taxes, a deficit, a debt). The original research approach is expressed by including fuzzy models in the analysis of the level of sustainable development with the inclusion of financial variables. The Netherlands achieved the highest value (the highest level of sustainable development) (0.571). Slovenia (0.564) and Denmark (0.559) came second and third. The lowest average value (the lowest level of sustainable development) was recorded for Slovakia (0.423). After 10 years there are evident changes in the distribution of individual typological groups. In 2019, the countries belonging to the first and second typological groups were located primarily in the northern and central Europe. The scenario analysis showed that in the case of most countries, if the analyzed variables remained at the maximum or minimum level throughout the analyzed period, it would not significantly affect the assessment of their level of sustainable development, their ranking positions, and inclusion into typological groups.


First published online 03 August 2022

Keyword : fuzzy model, sustainable development, scenario, public policies, tax, expenditures, debt

How to Cite
Zioło, M., Spoz, A., Bąk, I., & Oesterreich, M. (2022). Fuzzy model of sustainable development with the inclusion of financial variables. Technological and Economic Development of Economy, 28(5), 1368–1391. https://doi.org/10.3846/tede.2022.17144
Published in Issue
Sep 12, 2022
Abstract Views
606
PDF Downloads
504
Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

References

Adedoyin, F. F., Alola, A. A., & Bekun, F. V. (2020). An assessment of environmental sustainability corridor: The role of economic expansion and research and development in EU countries. Science of the Total Environment, 713, 136726. https://doi.org/10.1016/j.scitotenv.2020.136726

Aldieri, L., & Vinci, C. (2018). Green economy and sustainable development: The economic impact of innovation on employment. Sustainability, 10(10), 3541. https://doi.org/10.3390/su10103541

Ali, E. B., Anufriev, V. P., & Amfo, B. (2021). Green economy implementation in Ghana as a road map for a sustainable development drive: A review. Scientific African, 12, e00756. https://doi.org/10.1016/j.sciaf.2021.e00756

Andersen, M. S. (2007). An introductory note on the environmental economics of the circular economy. Sustainability Science, 2, 133–140. https://doi.org/10.1007/s11625-006-0013-6

Andersson, J. J. (2019). Carbon taxes and CO2 emissions: Sweden as a case study. American Economic Journal: Economic Policy, 11(4), 1–30. https://doi.org/10.1257/pol.20170144

Artha, B., Bahri, B., Khair, A., & Fernando, F. (2021). The effect of R&D expenditure on CO2 emissions in Austria. Journal of Businessand Management Review, 2(6), 394–400. https://doi.org/10.47153/jbmr26.1482021

Asongu, S. A., & Odhiambo, N. M. (2020). How enhancing gender inclusion affects inequality: Thresholds of complementary policies for sustainable development. Sustainable Development, 28(1), 132–142. https://doi.org/10.1002/sd.1977

Balcerzak, A. P., & Pietrzak, M. B. (2016). Application of TOPSIS method for analysis of sustainable development in European Union countries (Working Papers 22/2016). Institute of Economic Research. http://hdl.handle.net/10419/219805

Barua, S. (2020). Financing sustainable development goals: A review of challenges and mitigation strategies. Business Strategy & Development, 3(3), 277–293. https://doi.org/10.1002/bsd2.94

Binswanger, M. (2001). Technological progress and sustainable development: What about the rebound effect? Ecological Economics, 36(1), 119–132. https://doi.org/10.1016/s0921-8009(00)00214-7

Bluszcz, A. (2016). Classification of the European Union member states according to the relative level of sustainable development. Quality & Quantity, 50(6), 2591–2605. https://doi.org/10.1007/s11135-015-0285-y

Bono, F., Giacomarra, M., & Giaimo, R. (2016). Measuring sustainable economic development through a multidimensional Gini index. In M. Pratesi & C. Pena (Eds.), Proceedings of the 48th Scientific Meeting of the Italian Statistical Society. Salerno.

Cai, W., Liu, C., Zhang, C., Ma, M., Rao, W., Li, W., He, K., & Gao, M. (2018). Developing the ecological compensation criterion of industrial solid waste based on emergy for sustainable development. Energy, 157, 940–948. https://doi.org/10.1016/j.energy.2018.05.207

Chen, G., & Pham, T. T. (2001). Introduction to fuzzy sets, fuzzy logic and fuzzy control systems. CRC Press.

Criqui, P., Jaccard, M., & Sterner, T. (2019). Carbon taxation: A tale of three countries. Sustainability, 11(22), 6280. https://doi.org/10.3390/su11226280

Dhakal, S. P., & Burgess, J. (2020). Decent work for sustainable development in post‐crisis Nepal: Social policy challenges and a way forward. Social Policy & Administration. https://doi.org/10.1111/spol.12619

Esen, Ö., Yıldırım, D. Ç., & Yıldırım, S. (2021). Pollute less or tax more? Asymmetries in the EU environmental taxes – Ecological balance nexus. Environmental Impact Assessment Review, 91, 106662. https://doi.org/10.1016/j.eiar.2021.106662

European Union. (2021). EU approach to sustainable development. https://ec.europa.eu/info/strategy/international-strategies/sustainable-development-goals/eu-approach-sustainable-development_en

Fausto, D. (2010). Public expenditure in Italian public finance theory. The European Journal of the History of Economic Thought, 17(4), 909–931. https://doi.org/10.1080/09672567.2010.482995

Folqué, M., Escrig‐Olmedo, E., & Corzo Santamaría, T. (2021). Sustainable development and financial system: IntegratingESGrisks through sustainable investment strategies in a climate change context. Sustainable Development, 29(5), 876–890. https://doi.org/10.1002/sd.2181

Gambetta, N., Azadian, P., Hourcade, V., & Reyes, M. E. (2019). The financing framework for sustainable development in emerging economies: The case of Uruguay. Sustainability, 11(4), 1059. https://doi.org/10.3390/su11041059

Garba, T., & Abdullahi, S. U. Y. U. (2013). Public expenditure and economic growth: An application of cointegration and granger causality tests on Nigeria. Journal of Economic & Social Research, 15(1), 1–30.

Garcia-Sanchez, I. M., Aibar-Guzman, B., Aibar-Guzman, C., & Rodriguez-Ariza, L. (2020). “Sell” recommendations by analysts in response to business communication strategies concerning the Sustainable Development Goals and the SDG compass. Journal of Cleaner Production, 255, 120194. https://doi.org/10.1016/j.jclepro.2020.120194

Geissdoerfer, M., Savaget, P., Bocken, N. M. P., & Hultink, E. J. (2017). The Circular Economy – A new sustainability paradigm? Journal of Cleaner Production, 143, 757–768. https://doi.org/10.1016/j.jclepro.2016.12.048

Glonti, V., Trynchuk, V., Khovrak, I., Mokhonko, G., Shkrobot, M., & Manvelidze, L. (2020). Socialization of organization sustainable development based on the principles of corporate social responsibility. Montenegrin Journal of Economics, 16(1), 169–182. https://doi.org/10.14254/1800-5845/2020.16-1.11

Grzebyk, M., & Stec, M. (2015). Sustainable development in EU countries: Concept and rating of levels of development. Sustainable Development, 23(2), 110–123. https://doi.org/10.1002/sd.1577

Gupta, J., & Vegelin, C. (2016) Sustainable development goals and inclusive development. International Environment Agreements, 16, 433–448. https://doi.org/10.1007/s10784-016-9323-z

Hege, E., Brimont, L., & Pagnon, F. (2019). Sustainable development goals and indicators: Can they be tools to make national budgets more sustainable? Public Sector Economics, 43(4), 423–444. https://hrcak.srce.hr/ojs/index.php/pse/article/view/9949

Holden, E., Linnerud, K., & Banister, D. (2014). Sustainable development: Our Common Future revisited. Global Environmental Change, 26, 130–139. https://doi.org/10.1016/j.gloenvcha.2014.04.006

Janković Šoja, S., Anokić, A., Bucalo Jelić, D., & Maletić, R. (2016). Ranking EU countries according to their level of success in achieving the objectives of the sustainable development strategy. Sustainability, 8(4), 306. https://doi.org/10.3390/su8040306

Kacprzyk, J. (2001). Wieloetapowe sterowanie rozmyte. Wydawnictwa Naukowo-Techniczne.

Kasztelan, A. (2016, May). Green competitiveness of the EU countries. Proceedings of the 3rd International Conference on European Integration (pр. 415–424). Ostrava, Czech Republic. VŠB – Technical University of Ostrava.

Kasztelan, A. (2017). Green growth, green economy and sustainable development: Terminological and relational discourse. Prague Economic Papers, 26(4), 487–499. https://doi.org/10.18267/j.pep.626

Kasztelan, A. (2018, May). Multi-criteria analysis of green competitiveness of the EU countries. Proceedings of the 4th International Conference on European Integration 2018. Ostrava, Czech Republic. VŠB – Technical University of Ostrava.

Khan, T. (2019). Reforming Islamic finance for achieving sustainable development goals. Journal of King Abdulaziz University: Islamic Economics, 32(1). SSRN. https://ssrn.com/abstract=3465564

Kiselakova, D., Stec, M., Grzebyk, M., & Sofrankova, B. (2020). A multidimensional evaluation of the sustainable development of European Union countries – An empirical study. Journal of Competitiveness, 12(4), 56–73. https://doi.org/10.7441/joc.2020.04.04

Klir, G. J., & Yuan, B. (1995). Fuzzy sets and fuzzy logic. Theory and applications. Prentice Hall PTR.

Koçak, E., Kınacı, H., & Shehzad, K. (2021). Environmental efficiency of disaggregated energy R&D expenditures in OECD: A bootstrap DEA approach. Environmental Science and Pollution Research, 28(15), 19381–19390. https://doi.org/10.1007/s11356-020-12132-w

Kukuła, K., & Bogocz, D. (2014). Zero unitarization method and its application in ranking research in agriculture. Economic and Regional Studies, 3(7), 5–13. https://ageconsearch.umn.edu/record/265035/files/18-48-1-SM.pdf

Levidow, L. (2018). Green economy. In N. Castree, M. Hulme, & J. D. Proctor (Eds.), Companion to environmental studies (pp. 199–204). Routledge. https://doi.org/10.4324/9781315640051-39

Li, P., Lin, Z., Du, H., Feng, T., & Zuo, J. (2021). Do environmental taxes reduce air pollution? Evidence from fossil-fuel power plants in China. Journal of Environmental Management, 295, 113112. https://doi.org/10.1016/j.jenvman.2021.113112

Liang, H., & Renneboog, L. (2020). Corporate social responsibility and sustainable finance: A review of the literature (European Corporate Governance Institute – Finance Working Paper No. 701/2020). SSRN. https://ssrn.com/abstract=3698631

Lokuwaduge, C. S. D. S., & Heenetigala, K. (2017). Integrating environmental, social and governance (ESG) disclosure for a sustainable development: An Australian study. Business Strategy and the Environment, 26(4), 438–450. https://doi.org/10.1002/bse.1927

Lyytimäki, J. (2014). Communicating sustainability under increasing public budget constraints. Latin American Journal of Management for Sustainable Development, 1(2–3), 137–145. https://doi.org/10.1504/LAJMSD.2014.065476

Majic, T., Majic, Z., & Richter, G. (2021, February). Application of environmental taxes in the republic of Croatia now and recommendations for the future. In A. Aleksic, V. Ruzic, & Z. Baracskai (Eds.), Economic and social development: 65th International scientific conference on economic and social development: Book of proceedings (pp. 38–49).

Mensah, J. (2019). Sustainable development: Meaning, history, principles, pillars, and implications for human action: Literature review. Cogent Social Sciences, 5(1), 1653531. https://doi.org/10.1080/23311886.2019.1653531

Meyer, D., Hornik, K., & Buchta, Ch. (2017). Sets, generalized sets, customizable sets and intervals. Reference manual. https://cran.r-project.org/package=sets

Mezzanotte, F. E. (2020). The EU policy on sustainable finance: A discussion on the design of ESG-fit suitability requirements. Review of Banking & Financial Law, 40(249). SSRN. https://ssrn.com/abstract=3769009

Mio, C., Panfilo, S., & Blundo, B. (2020). Sustainable development goals and the strategic role of business: A systematic literature review. Business Strategy and the Environment, 29(8), 3220–3245. https://doi.org/10.1002/bse.2568

Mokrisova, V. (2018). The status of environmental taxes in the tax system of the Slovak Republic in the context of the EUUnion’s environmental policy. Serіja Ekonomіka, 1(51), 348–351. https://doi.org/10.24144/2409-6857.2018.1(51).348-351

Morita, K., Okitasari, M., & Masuda, H. (2020). Analysis of national and local governance systems to achieve the sustainable development goals: Case studies of Japan and Indonesia. Sustainability Science, 15, 179–202. https://doi.org/10.1007/s11625-019-00739-z

Murphy, K. (2012). The social pillar of sustainable development: A literature review and framework for policy analysis. Sustainability: Science, Practice and Policy, 8(1), 15–29. https://doi.org/10.1080/15487733.2012.11908081

Panaiotov, T. (1994). Economic instruments for environmental management and sustainable development. UNEP, Nairobi.

Petrović, P., & Lobanov, M. M. (2020). The impact of R&D expenditures on CO2 emissions: Evidence from sixteen OECD countries. Journal of Cleaner Production, 248, 119187. https://doi.org/10.1016/j.jclepro.2019.119187

Piwowarski, M., Miłaszewicz, D., Łatuszyńska, M., Borawski, M., & Nermend, K. (2018). TOPSIS and VIKOR methods in study of sustainable development in the EU countries. Procedia Computer Science, 126, 1683–1692. https://doi.org/10.1016/j.procs.2018.08.109

Ross, T. J. (2010). Fuzzy logic with engineering application (3rd ed.). Wiley. https://doi.org/10.1002/9781119994374

Ryszawska, B. (2016). Sustainability transition needs sustainable finance. Copernican Journal of Finance & Accounting, 5(1), 185–194. https://doi.org/10.12775/CJFA.2016.011

Sachs, J. D., Woo, W. T., Yoshino, N., & Taghizadeh-Hesary, F. (2019). Importance of green finance for achieving sustainable development goals and energy security. In J. Sachs, W. Woo, N. Yoshino, & F. Taghizadeh-Hesary (Eds.), Handbook of green finance (pp. 3–12). Springer. https://doi.org/10.1007/978-981-13-0227-5_13

Schmidt-Traub, G., & Sachs, J. D. (2015). Financing sustainable development: Implementing the SDGs through effective investment strategies and partnerships.

Schoenmaker, D. A (2018). Framework for sustainable finance (CEPR Discussion Paper No. DP12603). SSRN. https://doi.org/10.2139/ssrn.3125351

Sciarelli, M., Cosimato, S., Landi, G., & Iandolo, F. (2021). Socially responsible investment strategies for the transition towards sustainable development: The importance of integrating and communicating ESG. The TQM Journal, 33(7), 39–56. https://doi.org/10.1108/TQM-08-2020-0180

Sergi, B. S., Popkova, E. G., Borzenko, K. V., & Przhedetskaya, N. V. (2019). Public–private partnerships as a mechanism of financing sustainable development. In M. Ziolo & B. S. Sergi (Eds.), Financing sustainable development (pp. 313–339). Palgrave Macmillan. https://doi.org/10.1007/978-3-030-16522-2_13

Shahzad, U. (2020). Environmental taxes, energy consumption, and environmental quality: Theoretical survey with policy implications. Environmental Science and Pollution Research, 27, 24848–24862. https://doi.org/10.1007/s11356-020-08349-4

Shepherd, D., & Shi, F. K. C. (1998). Economic modelling with fuzzy logic. IFAC Proceedings Volumes, 16(31), 435–440. https://doi.org/10.1016/S1474-6670(17)40518-0

Shmelev, S. E., & Speck, S. U. (2018). Green fiscal reform in Sweden: Econometric assessment of the carbon and energy taxation scheme. Renewable and Sustainable Energy Reviews, 90, 969–981. https://doi.org/10.1016/j.rser.2018.03.032

Sterner, T., & Köhlin, G. (2006). Environmental taxes in Europe. In A. Muller & T. Sterner (Eds.), Environmental taxation in practice (pp. 3–28). Routledge. https://doi.org/10.4324/9781315256252-1

Sustainable Development Solutions Network and Institute for European Environmental Policy. (2019). The 2019 Europe sustainable development report. SDSN & IEEP, Paris, Brussels. https://www.sdgindex.org/reports/2019-europe-sustainable-development-report/

Toprak, D. (2018). Environmental policies and fiscal Instruments in the context of sustainable development: An analysis of environmental taxes. Mehmet Akif Ersoy Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 5(3), 812–838. https://doi.org/10.30798/makuiibf.419655

Tung, L.T. (2022). Czy dług publiczny jest dobry czy zły dla wzrostu gospodarczego? Świeże dowody w gospodarkach wschodzących. In A. T. Nguyen & L. Hens (Eds.), Global changes and sustainable development in Asian emerging market economies (Vol. 1, pp. 143–151). Springer. https://doi.org/10.1007/978-3-030-81435-9_11

United Nations Development Programme. (2020). Budgeting for the sustainable development goals. Aligning domestic budgets with the SDGs. Guidebook. UNDP. https://sdgfinance.undp.org/sites/default/files/UNDP%20Budgeting%20for%20the%20SDGs%20-%20Guidebook_Nov%202020.pdf

Vaillé, J., & Brimont, L. (2016). Turning Sustainable Development Goals into political drivers, in France and other European countries. IDDRI. Policy Brief No. 02/16.

Walaszek-Babiszewska, A., & Bryniarska, A. (2018). Podstawy teorii systemów rozmytych z zadaniami. Oficyna Wydawnicza Politechniki Opolskiej.

Wang, M. C., & Chen, Z. (2021). The relationship among environmental performance, R&D expenditure and corporate performance: Using simultaneous equations model. Quality & Quantity. https://doi.org/10.1007/s11135-021-01238-z

Young, O. R. (2017). Conceptualization: Goal setting as a strategy for earth system governance. In N. Kanie & F. Biermann (Eds.), Governing through goals: Sustainable Development Goals as governance innovation (pp. 31–51). MIT Press. https://doi.org/10.7551/mitpress/10894.003.0007

Yuan, B., & Zhang, Y. (2020). Flexible environmental policy, technological innovation and sustainable development of China’s industry: The moderating effect of environment regulatory enforcement. Journal of Cleaner Production, 243, 118543. https://doi.org/10.1016/j.jclepro.2019.118543

Zadeh, L. A. (1965). Fuzzy sets. Information and Control, 8(3), 338–353. https://doi.org/10.1016/S0019-9958(65)90241-X

Zhuravlov, D., Prokhorenko, M., Chernadchuk, T., Omelyanenko, V., & Shevchenko, V. (2021). The impact of the public debt of a country on the sustainable development of entrepreneurship. Entrepreneurship and Sustainability Issues, 8(4), 654–667. https://doi.org/10.9770/jesi.2021.8.4(40)

Zioło, M., Bak, I., & Cheba, K. (2021). The role of sustainable finance in achieving sustainable development goals: Does it work? Technological and Economic Development of Economy, 27(1), 45–70. https://doi.org/10.3846/tede.2020.13863