Spatial Effects in the Context of Kazakhstan’s Regions
https://doi.org/10.51176/1997-9967-2025-1-120-135
Abstract
The problem of spatial inequality in the regions of Kazakhstan has been relevant for many years and in recent years this problem has worsened due to socio-economic changes in the areas, the consequences of the COVID-19 pandemic, the negative impact of inflationary processes, increased internal migration and other factors. The purpose of this study is to analyze spatial inequality between 16 regions of Kazakhstan covering the period from 2001 to 2017. The following scientific methods were used in the study: historical method, and statistical method. During the research, a new class of spatial econometric models was developed, which are modifications of the Durbin spatial model. These models are characterized by variable coefficients with spatial lags of the dependent and independent variables. The models were evaluated based on information about Kazakhstan’s regions, using the regional gross domestic product per capita as a dependent variable. The findings of the study show the advantages of the SDM model with fixed effects compared to alternative models, which is confirmed by the results of the assessment using the criteria of the Akaike Information Criterion (AIC) and Bayes (BIC). According to the SDM model, a 1% increase in gross regional product per capita in the base year leads to an increase in the growth rate of gross regional product per capita, all other things being equal. It is also worth noting that an increase in the unemployment rate by 1% contributes to an acceleration in the growth rate of the gross regional product per capita by 0.451, all other things being equal. An increase in government spending per unit in the region contributes to a decrease in the growth rate of the gross regional product per capita in the neighboring region, all other things being equal. The spatial lag coefficient indicates that changes in the indicators of the domestic regional product per capita in one region have an impact on changes in the domestic regional product per capita in the neighboring region. The results of the study indicate the need to use spatial weights when evaluating regional regression models.
Keywords
About the Authors
A. R. KerimbayevKazakhstan
Azamat R. Kerimbayev – PhD, al-Farabi Kazakh National University.
71 al-Farabi ave., Almaty
Y. B. Bukatov
Kazakhstan
Yerik B. Bukatov – PhD, Karaganda University of Kazpotrebsoyuz.
9 Academicheskaya str., 100000, Karaganda
87001417765
A. Kudebayeva
Kazakhstan
Alma Kudebayeva – PhD, professor, KIMEP University.
2 Abay ave., Almaty
L. S. Spankulova
Kazakhstan
Lazat S. Spankulova – Doc. Sc. (Econ.), Professor, al-Farabi Kazakh National University.
71 al-Farabi ave., Almaty
References
1. Achten, S., & Lessmann, C. (2020). Spatial Inequality, Geography and Economic Activity. World Development, 136(2), 105114. https://doi.org/10.1016/j.worlddev.2020.105114
2. Anderson, K., & Pomfret, R. (2004). Spatial Inequality and Development in Central Asia. WIDER Working Paper Series RP2004-36, World Institute for Development Economic Research (UNU-WIDER).
3. Anselin, L. (1988). Spatial Econometrics: Methods and Models. Kluwer Academic, Dordrecht.
4. Aritenang, A.F., & Chandramidi, A.N. (2023). The spatial effects of fiscal decentralization on regional convergence: the case of regions in Indonesia. GeoJournal 88, 2011–2030. https://doi.org/10.1007/s10708-022-10724-2
5. Barro, R.J., & Sala-i-Martin, X. (2004). Economic growth (2nd edition). The MIT Press Cambridge, London.
6. Beer, C., & Riedl, A. (2012). Modelling spatial externalities in panel data: The Spatial Durbin model revisited. Papers in Regional Science, 91(2), 299-319. https://doi.org/10.1111/j.1435-5957.2011.00394.x
7. Brimbetova, N.Zh., Saparbek, N.K., Beknazarova, A.T., & Bukejhanova, T.K. (2022). Poverty of the population and regional differences in social development of Kazakhstan. Bulletin of the University Turan, 3, 108-121. https://doi.org/10.46914/1562-2959-2022-1-3-108-121 (in Russ.)
8. Bureau of National Statistics. (2024). Bureau of National Statistics of the Republic of Kazakhstan. Retrieved November 10, 2024 from https://stat.gov.kz/en
9. Burridge, P. (1981). Testing for a Common Factor in a Spatial Autoregression Model. Environment and Planning A: Economy and Space, 13(7), 795-800. https://doi.org/10.1068/a130795
10. Bürscher, T., & Scherngell, T. (2023). Potentials for reducing spatial inequalities in innovation: A spatial econometric perspective. Growth and Change, 55(4), e70001. https://doi.org/10.1111/grow.70001
11. Chulanova, Z., Brimbetova, N., Satybaldin, A., & Dzhanegizova, A. (2024). Poverty in the Kazakhstan Regions: Assessing the Influence of Key Indicators on Differences in Its Level. Sustainability, 16(16), 6752. https://doi.org/10.3390/su16166752
12. Delprato, M., Chudgar, A., & Frola, A. (2024). Spatial education inequality for attainment indicators in sub-saharan Africa and spillovers effects. World Development, 176, 106522. https://doi.org/10.1016/j.world-dev.2023.106522
13. Dodonov, V.Y. (2024). Ethnic fractionalization and income inequality: the case of Kazakhstan. Problems of the Post-Soviet space, 11(1), 45-60. https://doi.org/10.24975/2313-8920-2024-11-1-45-60 (in Russ.)
14. Doran, J. (2022). The effect of spatial inequality on Nigeria’s development. Routes, 3(2), 85-98.
15. Elhorst, J. P. (2011). Dynamic spatial panels: models, methods, and inferences. Journal of Geographical Systems, 14(1), 5-28. https://doi.org/10.1007/s10109-011-0158-4
16. Eva, M., Cehan, A., Corodescu-Roșca, E., & Bourdin, S. (2022). Spatial patterns of regional inequalities: Empirical evidence from a large panel of countries. Applied Geography, 140, 102638. https://doi.org/10.1016/j.apgeog.2022.102638
17. Ezcurra, R., & Rios, V. (2015). Volatility and Regional Growth in Europe: Does Space Matter? Spatial Economic Analysis, 10(3), 344-368. https://doi.org/10.1080/17421772.2015.1062123
18. Ezcurra, R., & Del Villar, A. (2021). Globalization and spatial inequality: Does economic integration affect regional disparities? The Annals of Regional Science, 67(2), 335-358. https://doi.org/10.1007/s00168-021-01050-5
19. Fayet, Y., Praud, D., Fervers, B., Ray-Coquard, I., Blay, J. Y., Ducimetiere, F., Fagherazzi, G., & Faure, E. (2020). Beyond the map: evidencing the spatial dimension of health inequalities. International journal of health geographics, 19(1), 46. https://doi.org/10.1186/s12942-020-00242-0
20. Fayziy, S. (2024). Inequality of Opportunity: Case Study of Kazakhstan. International Advances in Economic Research, 30, 421-436. https://doi.org/10.1007/s11294-024-09923-z
21. Floerkemeier, H., & Spatafora, N. (2021). Regional Disparities, Growth, and Inclusiveness. IMF Working Papers, 038. https://doi.org/10.5089/9781513569505.001
22. Folmer, H., & Oosterhaven, J. (1979). Spatial inequalities and regional development: A framework. Springer, Dordrecht. https://doi.org/10.1007/978-94-017-3046-4_1
23. Gaubert, C., Kline, P., Vergara, D., & Yagan, D. (2021). Trends in US Spatial Inequality: Concentrating Affluence and a Democratization of Poverty. AEA Papers and Proceedings, American Economic Association, 111, 520-525. https://doi.org/10.1257/pandp.20211075
24. Giovannini, A., & Vampa, D. (2020). Towards a new era of regionalism in Italy? A comparative perspective on autonomy referendums. Territory, Politics, Governance, 8(4), 579–597. https://doi.org/10.1080/21622671.2019.1582902
25. Gyuris, F. (2018). Spatial inequalities from an East Central European perspective: Case studies from Hungary. Espaço e Economia, 7(13), 1-7. http://dx.doi.org/10.4000/espacoeconomia.5186
26. Ismagulova, A., & Massakova, S. (2024). Social inequality in Kazakhstan: parameters and indicators. Journal of Economic Research & Business Administration, 149(3), 161-173. https://doi.org/10.26577/be.2024-149-i3-012
27. Han, S. (2022). Spatial stratification and socio-spatial inequalities: the case of Seoul and Busan in South Korea. Humanit Soc Sci Commun 9, 23. https://doi.org/10.1057/s41599-022-01035-5
28. Higgins, P., Campanera, J., & Nobajas, A. (2014). Quality of life and spatial inequality in London. European Urban and Regional Studies, 21(1), 42-59. https://doi.org/10.1177/0969776412439201
29. Hu, J., Ma, C., & Li, C. (2022). Can Green Innovation Improve Regional Environmental Carrying Capacity? An Empirical Analysis from China. International Journal of Environmental Research and Public Health, 19(20), 13034. https://doi.org/10.3390/ijerph192013034
30. Ifa, K., Viphindrartin, S., Santoso, E., & Priyono, T. (2024). Spatial dependence and poverty factors: A study of Pantura Regions in East Java Province, Indonesia. Journal of Infrastructure, Policy and Development, 8(7), 4195. https://doi.org/10.24294/jipd.v8i7.4195
31. Jadhav, V., & Viswanathan, B. (2023). Spatial Durbin Model of Regional Incomes in India: The Role of Public, Private and Human Capital. Working Papers, 243, Madras School of Economics, Chennai, India.
32. Jumambayev, S., Dzhulaeva, A., Baimukhanova, S., Ilyashova, G., & Dosmbek, A. (2022). Global Income Inequality – A Case Study of OECD Countries and Kazakhstan. Comparative Economic Research. Central and Eastern Europe, 25(4), 179-203. https://doi.org/10.18778/1508-2008.25.35
33. Khotiawan, M., Sakti, R.K., & Wahyudi, S.T. (2023). An Analysis of the Effects of Spatial Dependence on Economic Growth Among Regencies and Cities in Java. Jurnal Ekonomi Pembangunan: Kajian Masalah Ekonomi dan Pembangunan, 24(2), 202-220. https://doi.org/10.23917/jep.v24i2.22109
34. Kilroy, A.F. (2009). Intra-Urban Spatial Inequality: Cities as “Urban Regions”.
35. Kireyeva, A. A., Nurbatsin, A. S. & Khalitova, M. M. (2023). Assessing Inequality of Income Distribution and Education in the Regions of Kazakhstan. Economy of regions, 19(3), 741-752. https://doi.org/10.17059/ekon.reg.2023-3-10
36. Lee, S., Im, J. & Cho, K. (2024) Understanding spatial inequalities and stratification in transportation accessibility to social infrastructures in South Korea: multi-dimensional planning insights. Scientific Reports, 14, 18445. https://doi.org/10.1038/s41598-024-68536-y
37. Liu, H., Wang, L., Wang, J., Ming, H., Wu, X., Xu, G., & Zhang, S. (2024). Multidimensional spatial inequality in China and its relationship with economic growth. Humanities and Social Sciences Communications, 11(1). https://doi.org/10.1057/s41599-024-03961-y
38. Lu, S., Guan, X., Yu, D., Deng, Y., & Zhou, L. (2015). Multi-Scale Analysis of Regional Inequality based on Spatial Field Model: A Case Study of China from 2000 to 2012. ISPRS International Journal of Geo-Information, 4(4), 1982-2003. https://doi.org/10.3390/ijgi4041982
39. MacKinnon, D., Béal, V., & Leibert, T. (2024). Rethinking ‘left-behind’ places in a context of rising spatial inequalities and political discontent. Regional Studies, 58(6), 1161–1166. https://doi.org/10.1080/00343404.2023.2291581
40. Newman, J., & Hoole, C. (2024). The intersection of productivity and governance capacity in spatial inequality: the case of England’s devolution periphery. Contemporary Social Science, 19(4), 555-582. https://doi.org/10.1080/21582041.2024.2435440
41. Niembro, A., & Sarmiento, J. (2021). Regional development gaps in Argentina: A multidimensional approach to identify the location of policy priorities. Regional Science Policy & Practice, 13(4), 1297-1327. https://doi.org/10.1111/rsp3.12322
42. Niranjan, R. (2020). Spatial inequality in human development in India - A case study of Karnataka. Sustainable Futures, 2(4), 100024. https://doi.org/10.1016/j.sftr.2020.100024
43. Nurlanova, N.K., Alzhanova, F.G., & Brimbetova, N.Zh. (2023). Research of Social Inequality of the Population in the Regions of Kazakhstan. Global Journal of Human-Social Science, 23(C3), 43-54.
44. Nurlanova, N.K., Dnishev, F.M., Alzhanova, F.A. & Saparbek, N.K. (2024). Inequality of Labor Income in Kazakhstan’s Regions: Trends, Causes and Opportunities of Reduction. Economy: strategy and practice, 19(3), 86-102, https://doi.org/10.51176/1997-9967-2024-3-86-102
45. Overman, H.G., & Xu, Х. (2024). Spatial disparities across labour markets. Oxford Open Economics, 3(1), 585-610. https://doi.org/10.1093/ooec/odae005
46. Pace, R. K., & Lesage, J. (2010). Spatial econometrics. Handbook of spatial statistics, 1(1), 245-260.
47. Panzera, D., & Postiglione, P. (2021). The impact of regional inequality on economic growth: a spatial econometric approach. Regional Studies, 56(5), 687–702. https://doi.org/10.1080/00343404.2021.1910228
48. Ponce, P., Yunga, F., Larrea-Silva, J., & Aguirre, N. (2023). Spatial determinants of income inequality at the global level: The role of natural resources. Resources Policy, 84, 103783. https://doi.org/10.1016/j.resour-pol.2023.103783
49. Rakymzhanova, S., & Bekbenbetova, B. (2024). Analysis of the main aspects of social protection of the population of Kazakhstan. State audit, 63(2), 141-151. https://doi.org/10.55871/2072-9847-2024-63-2-141-151 (in Russ.)
50. Rodríguez-Pose, A., Bartalucci, F., Kurmanov, B., Rau, G.у, & Nigmetov, K. (2024) Assessing regional inequalities in Kazakhstan through well-being. Asian Development Review, 41(1), 301-333. https://doi.org/10.1142/s0116110524500033
51. Sarkar, S., Cottineau-Mugadza, C., & Wolf, L. J. (2024). Spatial inequalities and cities: A review. Environment and Planning B: Urban Analytics and City Science, 51(7), 1391-1407. https://doi.org/10.1177/23998083241263422
52. Sermagambet, U., Satpayeva, Z., Smagulova, G., Urban W., & Yessenzhigitova, R. (2022). Socio-economic inequality in Kazakhstani regions: Assessment and impact on regional development management. Problems and Perspectives in Management, 20(3), 487-500. https://doi.org/10.21511/ppm.20(3).2022.39
53. Shifa, M., & Leibbrandt, M. (2022). Spatial inequality in sub-Saharan Africa. African Geographical Review, 43, 1-17. https://doi.org/10.1080/19376812.2022.2099916
54. Temerbulatova, Z., Mukhamediyev, B., Zhidebekkyzy, A., & Bilan, S. (2024). Regional disparities and dual dynamics: Economic growth and income inequality in Kazakhstan. Economics and Sociology, 17(2), 241-255. https://doi.org/10.14254/2071789X.2024/17-2/12
55. Todes, A., & Turok, I. (2017). Spatial inequalities and policies in South Africa: Place-based or people-centred? Progress in Planning, 123, 1-31. https://doi.org/10.1016/j.progress.2017.03.001
56. Turkebayeva, K.Т., & Wolff, C. (2022). The Impact of Interregional and Country Inequality on the Dynamics of Economic Growth in Kazakhstan. Economy: strategy and practice, 17(2), 6-16. https://doi.org/10.51176/1997-9967-2022-2-6-16
57. Turok, I., & Visagie, J. (2025). Striking disparities in employment across South Africa: Evidence from a new spatial database. Development Southern Africa, 1-14. https://doi.org/10.1080/0376835X.2025.2456252
58. Vogel, M., & Zwiers, M. (2018). The Consequences of Spatial Inequality for Adolescent Residential Mobility. Social Sciences, 7(9), 164. https://doi.org/10.3390/socsci7090164
59. Wu, P., & Liu, M. (2022). A Framework for the Spatial Inequality in Urban Public Facility for Urban Planning, Design and Management. Land, 11(9), 1429. https://doi.org/10.3390/land11091429
60. Xia, H, Yu, H., Wang, S., & Yang, H. (2024). Digital economy and the urban–rural income gap: Impact, mechanisms, and spatial heterogeneity. Journal of Innovation & Knowledge, 9(6), 100505. https://doi.org/10.1016/j.jik.2024.100505
61. Zahl-Thanem, A., & Fredrik Rye, J. (2024). Spatial inequality in higher education: a growing urban-rural educational gap? European Sociological Review, 40(6), 1067-1081. https://doi.org/10.1093/esr/jcae015
62. Zhang, X., Gang, Z., & Dong, X. (2020). Effects of Government Healthcare Expenditure on Economic Growth Based on Spatial Durbin Model: Evidence from China. Iranian journal of public health, 49(2), 283-293. https://doi.org/10.18502/IJPH.V49I2.3091
Review
For citations:
Kerimbayev A.R., Bukatov Y.B., Kudebayeva A., Spankulova L.S. Spatial Effects in the Context of Kazakhstan’s Regions. Economy: strategy and practice. 2025;20(1):120-135. https://doi.org/10.51176/1997-9967-2025-1-120-135