Economic development of the Russian Federation's regions: factor-cluster analysis
DOI:
https://doi.org/10.17059/2019-2-5Keywords:
economic region's development, factor-cluster analysis, imbalances of development, gross regional product, economic clusters, subjects of the Russian Federation, level of development, exploratory factors, methods of estimation, modelAbstract
The economics of the Russian Federation is characterized by imbalanced social-economic development of its regions. For assessing the local regional imbalances we used the methods of multidimensional classification along with the methods of convergence analysis: methods of factor analysis, cluster analysis, discriminant analysis. The article offers to use exploratory factor analysis to cluster the Russian Federation's regions. This method allows performing the procedure of classification structures' identification when there is a large number of classification's objects described by dozens of variables each. We checked the hypothesis that at a definite moment or period of time each region is described by some set of interconnected variables. This interconnection occurs due to exploratory factors which make these valuables interconnect in the necessary way. The model of exploratory factor analysis describes this situation. The basis of our research was the official Rosstat's statistics for the period from 2014 to 2016. This specific period is characterized by changes in Russia's spatial organization as two federal subjects, the city of Sevastopol and the Republic of Crimea, were included. As a result of calculations three exploratory factors have been defined: the first one encourages the usage of natural resources to form the gross regional product; the second one is interpreted as the factor that is not promoting the economic growth; the third one indicates the necessity to develop activity which is not connected with natural resources. We have distinguished eight economic clusters of subjects of three federal districts and have defined the character of the exploratory factors' influence. The results of this research can be taken into account by the federal authorities during the comparative analysis of the economic development of the Russian Federation's subjects, and formation of a developing strategy of the whole country in general and each subject in particular.References
Michelis, N. (Ed.). (2008). Convergence of EU regions — Measures and evolution. Retrieved from: http://ec.europa.eu/regional_policy/sources/docgener/work/200801_convergence.pdf. (Date of access: 02.02.2018).
Kolomak, E. A. (2009). Neodnorodnost razvitiya regionov Rossii: dinamika I mezhregionalnye effekty [Heterogeneity of development of Russian regions: dynamics and interregional effects]. In: Materialy Mezhdunarodnoy nauchnoy konferentsii “Modernizatsiya ekonomiki i globalizatsiya” [Materials of International science conference “Modernization of the economy and globalization”] (pp. 375–284). Moscow: Higher School of Economics, 3. (In Russ.)
Lavrovskiy, B. L. & Shiltsin, E. A. (2009). Rossiyskie regiony: sblizhenie ili rassloenie? [Russian Regions: Leveling or Stratification?]. Ekonomika i matematicheskie metody [Economics and Mathematical Methods], 2(45), 31–36. (In Russ.)
Lavrovskiy, B. L. (2003). Territorialnaya differentsiatsiya i podkhody k ee oslableniyu v Rossiyskoy Federatsii [Territorial differentiation and approaches to its weakening in the Russian Federation]. Ekonomicheskiy zhurnal Vysshey Shkoly Ekonomiki [Higher School of Economics Economic Journal], 4, 524–537. (In Russ.)
Quah, D. T. (1996). Regional convergence clusters across Europe. European Economic Review, 40(3–5), 951–958.
Sbaouelgi, J. & Boulila, G. (2013). The causality between income inequality and economic growth: Empirical Evidence from the Middle East and North Africa Region. Asian Economic and Financial Review, 3(5), 668–682.
Barro, R. & Sala-i-Martin, X. (1991). Convergence Across States and Regions. Brookings Papers on Economic Activity, 1, 107–182.
Drobyshevskiy, S., Lugovoy, O., Astafeva, E. et. al. (2005). Faktory ekonomicheskogo rosta v regionakh RF [Factors of economic growth in the regions of the Russian Federation]. Moscow: IETP, 278. (In Russ.)
Piskun, E. I. (2017). Vozmozhnosti i ugrozy realizatsii innovatsionnogo stsenariya razvitiya Respubliki Krym [Opportunities and threats of the implementation of the Crimean Republic’s development of the innovative scenario]. Vestnik fakulteta upravleniya SPbGEU [Bulletin of the Faculty of Management SPbSEU], 1, 532–537. (In Russ.)
Trotskovskiy, A. Ya. & Nazemtseva, Yu. Yu. (2014). Klyuchevye kontseptsii regionalnoy politiki: sravnitelnyy analiz teoreticheskikh osnov [Key concepts of regional policy: comparative analysis of theoretical grounds]. Izvestiya Altayskogo Gosudarstvennogo Universiteta [Izvestiya of Altai State University Journal], 2(82), 298–302. (In Russ.)
Nizhegorodtsev, R. M., Piskun, E. I. & Kudrevich, V. V. (2017). Prognozirovanie pokazateley sotsialno-ekonomicheskogo razvitiya regiona [The Forecasting of Regional Social and Economic Development]. Ekonomika regiona [Economy of Region], 13(1), 38–48. DOI: 10.17059/2017–1-4. (In Russ.)
Lavrovskiy, B. (2015). Gosudarstvennaya politika regionalnogo razvitiya: voprosy teorii [The state policy of regional development: questions of the theory]. Federalism, 4, 121–130. (In Russ.)
Enright, M. J. (1992). Why Clusters are the Way to Win the Game? WorldLink, 5, 24–25.
Enright, M. J. (2000). Survey on the Characterization of Regional Clusters: Initial Results. Working Paper, Institute of Economic Policy and Biasness Strategy: Competitions Program, University of Hong Kong, 25.
Makarov, V. L., Aivazyan, S. A., Afanasiev, M. Yu., Bakhtizin, A. R. & Nanavyan, A. M. (2014). Otsenka effektivnosti regionov RF s uchetom intellektualnogo kapitala, kharakteristik gotovnosti k innovatsiyam, urovnya blagosostoyaniya I kachestva zhizni naseleniya [The estimation of the region’s efficiency of the Russian Federation including the intellectual capital, the characteristics of readiness for innovation, level of well-being, and quality of life]. Ekonomika regiona [Economy of Region], 4, 9–30. (In Russ.)
Aivazyan, S. A., Afanasiev, M. Yu. & Kudrov, A. V. (2016). Metod klasterizatsii regionov RF s uchetom otraslevoy struktury VRP [Clustering methodology of the Russian Federation regions with account of sectoral structure of GRP]. Prikladnaya Ekonometrika [Applied Econometrics], 1(41), 24–46. (In Russ.)
Soboleva, T. S. (2009). Klasternyy analiz disproportsiy innovatsionno-investitsionnogo razvitiya regionov [The analysis of disproportions of innovative- investment development of regionsof Russia]. Upravlenie obshchestvennymi i ekonomicheskimi sistemami [Management of public and economic systems], 1, 56–66. (In Russ.)
Shmidt, Yu. D. & Denisenko, V. A. (2008). Differentsiatsiya i regulirovanie sotsialno-ekonomicheskogo razvitiya munitsipalnykh obrazovaniy regiona [Differentiation and regulation of social and economic development of municipalities of the region]. Vestnik TGEU [The Bulletin of the Far Eastern Federal University. Economics and Management], 3, 3–14. (In Russ.)
Grezina, M. A., Kolchina, O. A. & Shevchenko, I. K. (2012). Tipologiya regionov kak informatsionno-analiticheskiy instrumentariy sovershenstvovaniya mezhbudzhetnykh otnosheniy v usloviyakh territorialnoy differentsiatsii [Typology of regions as information and analytical tool for improving fiscal relations in terms of territorial differentiation]. Vestnik Tomskogo Gosudarstvennogo Universiteta [Tomsk State University Journal], 4(20), 121–130. (In Russ.)
Sirotin, V. P. & Kuzmin, O. M. (2008). Modelirovanie innovatsionnogo potentsiala regiona [Modeling of the region’s innovative potential]. Finansy i Biznes [Finance and Business], 4, 33–42. (In Russ.)
Antonyuk, V. S. & Nikonov, V. E. (2009). Protsessy kontsentratsii bankovskogo I realnogo sektorov ekonomiki na regionalnom urovne: problema vzaimosvyazi [Concentration processes of the banking and real sectors of economy at the regional level: problems and interrelations]. Vestnik Yuzhno-Uralskogo gosudarstvennogo universiteta. Seriya “Ekonomika i menedzhment” [Bulletin of the South Ural State University. Series “Economics and Management”], 41(174), 20–25. (In Russ.)
Baranov, S. V. & Skufina, T. S. (2005). Analiz mezhregionalnoy differentsiatsii i postroenie reytingov subektov Rossiyskoy Federatsii [The analysis of interregional differentiation and constructing rating of development of Russian regions]. Voprosy ekonomiki [Issues of economics], 8, 54–75. (In Russ.)
Van Ryzin, J. (Eds.). (1976). Classification and Clustering. Proceedings of an Advanced Seminar Conducted by the Mathematics Research Center, the University of Wisconsin-Madison. Academic Press, 467.
Harman, H. H. (1976). Modern factor analysis. Chicago, University of Chicago Press, 487.
Khokhlov, V. V. (2012). Issledovanie i prognozirovanie ekonomicheskikh protsessov s ispolzovaniem eksploratornogo faktornogo analiza mnogomernykh vremennykh ryadov [Research and forecasting of economic processes using the exploratory factor analysis of multidimensional time series]. Sevastopol: SevNTU, 160. (In Russ.)
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Copyright (c) 2019 Elena Ivanovna Piskun, Vladimir Vladimirovich Khokhlov

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