USING MAMDANI FUZZY INFERENCE ALGORITHMS TO DETERMINE THE LEVEL OF STABILITY OF THE SELF-EMPLOYED MARKET IN THE RUSSIAN FEDERATION
DOI:
https://doi.org/10.20397/2177-6652/2022.v22i0.2384Palabras clave:
employment, self-employment, freelancing, self-employed market, unemployment, stability, Fuzzy Logic.Resumen
The study develops an understanding of the environment for the functioning of the self-employed market and provides its current assessment. A model based on the theory of fuzzy sets is used to determine the level of stability of the functioning of the self-employed market in the Russian Federation, specifically through Mamdani fuzzy inference algorithms. The survey sample includes 12 experts, who responded to the survey questions (N = 22) voluntarily. Calculations for the study are performed in Matlab. The results obtained give evidence that the level of stability of the Russian self-employed market equals 0.5, which falls into the third interval of the five-level classification. This set is characterized by the following linguistic definition – the functioning of the market is stable, and its characteristics correspond to the “satisfactory (average)” level. This suggests that the market for the self-employed in the Russian Federation has fairly good potential for growth, as there are no signs of its slowdown.Citas
Abramova, E.A. (2012). Crisis self-employment in Russia: classification, structure and levels of development. Modern science-intensive technologies. Regional Supplement, 4, 6-15.
Akgun, A., Sezer, E. A., Nefeslioglu, H. A., Gokceoglu, C., Pradhan, B. (2012). An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm. Computers & Geosciences, 38(1), 23-34.
Bragina, D. S., Plotnikov, A. V. (2021). Impact of the COVID-19 pandemic on self-employment (pilot study). Bulletin of the Kerch State Marine Technological University, 2, 195-214. https://doi.org/10.47404/2619-0605_2021_2_195
da Fonseca, J. G. (2021). Unemployment, entrepreneurship and firm outcomes. Review of Economic Dynamics. https://doi.org/10.1016/j.red.2021.07.003
Dang, H. A. H., Giang, L. T., Do, M. N. (2021). Building on Vietnam’s Recent COVID-19 Success: A Job-Focused Analysis of Individual Assessments on Their Finance and the Economy. Sustainability, 13(19). https://doi.org/10.3390/su131910664
Danson, M., Galloway, L., & Sherif, M. (2021). From unemployment to self-employment: Can enterprise policy intensify the risks of poverty? Critical Perspectives on Accounting, 75. https://doi.org/10.1016/j.cpa.2020.102164
Dou, J., Ye, B., Ye, J., Pan, Z. (2019). Trustworthiness of local government, institutions, and self-employment in transitional China. China Economic Review, 57. https://doi.org/10.1016/j.chieco.2019.101329
Federal Law No. 428-FZ. (December 15, 2019). On Conducting an Experiment to Establish a Special Tax Regime “Tax on Professional Income”.
Giménez-Nadal, J. I., Molina, J. A., Velilla, J. (2022). Intergenerational correlation of self-employment in Western Europe. Economic Modelling, 108. https://doi.org/10.1016/j.econmod.2021.105741
Grabova, O. N., Suglobov, A. E. (2017). Problems of getting out of the “shadow” of self-employed persons in Russia: risks and ways to overcome them. Economy. Taxes. Law, 6, 108-116.
Grashuis, J. (2021). Self-employment duration during the COVID-19 pandemic: A competing risk analysis. Journal of Business Venturing Insights, 15. https://doi.org/10.1016/j.jbvi.2021.e00241
Halicioglu, F., & Yolac, S. (2015). Testing the impact of unemployment on self-employment: Evidence from OECD countries. Procedia-Social and Behavioral Sciences, 195, 10-17. https://doi.org/10.1016/j.sbspro.2015.06.161
Iancu, I. (2012). A Mamdani type fuzzy logic controller. Fuzzy logic-controls, concepts, theories and applications, 15(2), 325-350.
Krylova, E. G. (2017). Features of economic regulation of entrepreneurial activity of the self-employed in Russia and abroad. Lawyer, 6, 11-15.
Kryukova, E. S., Ruzanova, V. D. (2018). Individual entrepreneur and self-employed citizen: correlation of concepts. Laws of Russia: experience, analysis, practice, 3, 21-26.
Lim, K., Michelmore, K. (2018). The EITC and self-employment among married mothers. Labour Economics, 55, 98-115. https://doi.org/10.1016/j.labeco.2018.09.004
López-Martínez, G., Schriewer, K., Meseguer-Sánchez, V. (2021). Small-Scale Fishing and Sustainability. An Ethnographic Approach to the Case of Self-Employed Fishermen in the South-East of Spain. Sustainability, 13(19). https://doi.org/10.3390/su131910542
Mamdani, E. H., Assilian, S. (1975). An experiment in linguistic synthesis with a fuzzy logic controller. International journal of man-machine studies, 7(1), 1-13.
Mindes, S. C., Lewin, P. (2021). Self-employment through the COVID-19 pandemic: An analysis of linked monthly CPS data. Journal of Business Venturing Insights, 16. https://doi.org/10.1016/j.jbvi.2021.e00280
Narita, R. (2020). Self-employment in developing countries: A search-equilibrium approach. Review of Economic Dynamics, 35, 1-34. https://doi.org/10.1016/j.red.2019.04.001
Federal Tax Service of Russia. (2022). Retrieved from: https://www.nalog.gov.ru/rn77/news/activities_fts/10747467/
Rosstat. (n.d.). Retrieved from: https://rosstat.gov.ru/storage/mediabank/mN5tLwhA/%D0%9F%D0%BE%D0%BD%D1%8F%D1%82%D0%B8%D1%8F%20%D0 %B8%20%D0%BE%D0%BF%D1%80%D0%B5%D0%B4%D0%B5%D0%BB%D0%B5%D0%BD%D0%B8%D1%8F%20 (%D0%92%D0%92%D0%9F).pdf
Pedersini, R., Coletto, D. (2009). Self-employed workers: industrial relations and working conditions.
Pokida, A. N., Zybunovskaya, N. V. (2019). Self-employment in the modern labor market. Social Labor Studies, 3, 18-29. https://doi.org/10.34022/2658-3712-2019-36-3-18-29
Pokida, A. N., Zybunovskaya, N. V. (2020). Regulation of the activities of self-employed citizens. Issues of state and municipal management, 1.
Popov, Yu. N., & Shevchuk, A. V. (2005). Introduction to the sociology of labor and employment.
Pritadrajati, D. S., Kusuma, A. C., & Saxena, S. C. (2021). Scarred for life: Lasting consequences of unemployment and informal self-employment: An empirical evidence from Indonesia. Economic Analysis and Policy, 70, 206-219. https://doi.org/10.1016/j.eap.2021.02.009
Stenard, B. S. (2019). Are transitions to self-employment beneficial? Journal of Business Venturing Insights, 12. https://doi.org/10.1016/j.jbvi.2019.e00131
Struckell, E. M., Patel, P. C., Ojha, D., & Oghazi, P. (2022). Financial literacy and self-employment–The moderating effect of gender and race. Journal of Business Research, 139, 639-653. https://doi.org/10.1016/j.jbusres.2021.10.003
Sultana, R., Im, I., Im, K.S. (2019). Do IT freelancers increase their entrepreneurial behavior and performance by using IT self-efficacy and social capital? Evidence from Bangladesh. Information & Management, 56(6). https://doi.org/10.1016/j.im.2018.12.001
Taras, V., Oberemok, V. (2020). The opportunity matrices for chain innovative transformation of economy: the CITE concept. ABAC Journal, 40(1), 20-32.
Thurik, A.R., Carree, M.A., Van Stel, A., Audretsch, D.B. (2008). Does self-employment reduce unemployment? Journal of business venturing, 23(6), 673-686. https://doi.org/10.1016/j.jbusvent.2008.01.007
Volovskaya, N.M., Plyusnina, L.K., Rusina, A.V., Inozemtseva, A.V. (2018). Unemployment and self-employment: expectations and realities (based on sociological research materials). Theory and practice of social development, 11(129).
Vorobets, T.I., Tumanova, E.A. (2017). An algorithm for assessing the stability of the functioning of the insurance market of the Russian Federation based on the theory of fuzzy sets. Insurance business, 4, 3-13.
Wolfe, M.T., & Patel, P.C. (2018). Satisfaction guaranteed? Life satisfaction, institutional factors, and self-employment. Journal of Business Venturing Insights, 9, 45-52. https://doi.org/10.1016/j.jbvi.2018.02.002
Wolfe, M.T., Patel, P.C. (2021). Everybody hurts: Self-employment, financial concerns, mental distress, and well-being during COVID-19. Journal of Business Venturing Insights, 15. https://doi.org/10.1016/j.jbvi.2021.e00231
Xiang, J., Liu, C., Li, Y. (2021). The impact of household real estate and self-employment: Evidence from China. Economic Modelling, 94, 873-884. https://doi.org/10.1016/j.econmod.2020.02.026
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