Abstract
Unbalanced development and growth among regions may cause the spread-backwash effects from developed-rich areas to the poor that commonly occur in the central city to its suburbs in the regional development context. Our study estimates the long-term effects of a small city, Yogyakarta, as a special region in Indonesia towards its periphery areas. The time-series econometric method is used based on Gross Regional Domestic Product (GRDP) and population data among five regions over the last thirty years instead of the cross section model. An alternative spatial combination among regions evaluated the regional development process. Development of the central city confidently has a long-run cointegration relationship with its suburbs. This study has indicated that Yogyakarta has spread-backwash effects towards its outskirt areas, either medium or low-level suburbs. Furthermore, a central city is no longer considered a single determinant in influencing the economy of other regions. The development of Sleman tends to be a new centre and shows that it produces a spillover effect to other areas; thus, it can be a potential trigger to improve linkages and economic performance of greater Yogyakarta. Yogyakarta City and parts of Sleman and Bantul areas are directly adjacent to the Yogyakarta City formed Yogyakarta urbanised area (YUA) as an urban agglomeration in Yogyakarta. The emergence of the YUA in greater Yogyakarta urgently promotes a sustainable collaboration and spatial interaction across territorial administration to manage economic and environmental interest conflict towards sustainable development among municipalities/cities level.
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The dataset generated during and/or analysed during the current study are provided upon reasonable request.
References
Adom, P. K., Bekoe, W., & Akoena, S. K. K. (2012). Modelling aggregate domestic electricity demand in Ghana: An autoregressive distributed lag bounds cointegration approach. Energy Policy, 42, 530–537. https://doi.org/10.1016/j.enpol.2011.12.019
Aginta, H., Gunawan, A. B., & Mendez, C. (2020). Regional income disparities and convergence clubs in Indonesia: New district-level evidence. Journal of the Asia Pacific Economy, 0(0), 1–33. https://doi.org/10.1080/13547860.2020.1868107
Andersson, M., Lavesson, N., & Niedomysl, T. (2018). Rural to urban long-distance commuting in Sweden: Trends, characteristics and pathways. Journal of Rural Studies, 59(December 2017), 67–77. https://doi.org/10.1016/j.jrurstud.2018.01.010
Banerjee, A., Dolado, J. J., Galbraith, J. W., & Hendry, D. F. (1993). Co-integration, error correction, and the econometric analysis of non-stationary data. Oxford University Press. https://doi.org/10.1093/0198288107.003.0007
Barkley, D. L., Henry, M. S., & Bao, S. (2019). Identifying" spread" versus" backwash" effects in regional economic areas: A density functions approach. Land Economics, 72(3), 336–357.
Berdegué, J. A., & Soloaga, I. (2018). Small and medium cities and development of mexican rural areas. World Development, 107, 277–288. https://doi.org/10.1016/j.worlddev.2018.02.007
Bunnell, T., Ann Miller, M., Phelps, N. A., & Taylor, J. (2013). Urban development in a decentralized Indonesia: Two success stories? Pacific Affairs, 86(4), 857–876. https://doi.org/10.5509/2013864857
Chen, A., & Partridge, M. D. (2013). When are Cities engines of growth in China? Spread and backwash effects across the urban hierarchy. Regional Studies, 47(8), 1313–1331. https://doi.org/10.1080/00343404.2011.589831
Chiang, S. H. (2014). The dilemma of “Twin Cities”: Is the suburban dependence hypothesis applicable? Journal of Economic Policy Reform, 17(2), 149–163. https://doi.org/10.1080/17487870.2014.889566
Chiang, S. (2018). Assessing the merits of the urban-led policy in China: Spread or backwash effect? Sustainability., 10(2), 451. https://doi.org/10.3390/su10020451
Darmansyah, A., Rochana, S. H., Sutardi, A., & Zuraida, U. (2014). The new growth centres and strategy for building and accelerating agribusiness development in cirebon regency, indonesia. Procedia - Social and Behavioral Sciences, 115(Iicies 2013), 296–304. https://doi.org/10.1016/j.sbspro.2014.02.437
Deichmann, U., Kaiser, K., Lall, S., & Shalizi, Z. (2005). Agglomeration, transport, and regional development in Indonesia. World Bank Policy Research Working Paper No. 3477, (pp. 1–39). https://doi.org/10.1596/1813-9450-3477.
Deng, N., Feng, B., & Partridge, M. D. (2021). A blessing or curse: The spillover effects of city–county consolidation on local economies. Regional Studies. https://doi.org/10.1080/00343404.2021.1995600
Devi, M. K., Gorman, Y. H., & Hidayati, S. R. (2020). Spatial transformation in urban periphery: The case of Yogyakarta. IOP Conference Series: Earth and Environmental Science, 592(1), 012022. https://doi.org/10.1088/1755-1315/592/1/012022
Divigalpitiya, P., & Nurul Handayani, K. (2015). Measuring the urban expansion process of Yogyakarta City in Indonesia: Urban expansion process and spatial and temporal characteristics of growing cities. International Review for Spatial Planning and Sustainable Development, 3(4), 18–32. https://doi.org/10.14246/irspsd.3.4_18
Firman, T. (2009). Decentralization reform and local-government proliferation in indonesia: Towards a fragmentation of regional development. Review of Urban and Regional Development Studies, 21(2–3), 143–157. https://doi.org/10.1111/j.1467-940X.2010.00165.x
Fujita, M., & Krugman, P. (2004). The new economic geography: Past, present and the future. Papers in Regional Science, 83(1), 139–164. https://doi.org/10.1007/s10110-003-0180-0
Fujita, M., & Thisse, J. F. (2009). New economic geography: An appraisal on the occasion of Paul Krugman’s 2008 nobel prize in economic sciences. Regional Science and Urban Economics, 39(2), 109–119. https://doi.org/10.1016/j.regsciurbeco.2008.11.003
Ganning, J. P., Baylis, K., & Lee, B. (2013). Spread and backwash effects for nonmetropolitan communities in the U.S. Journal of Regional Science, 53(3), 464–480. https://doi.org/10.1111/jors.12026
Giyarsih, S. R. (2017). Regional management of areas with indications of urban sprawl in the surrounding areas of Universitas Muhammadiyah, Yogyakarta, Indonesia. Indonesian Journal of Geography, 49(1), 35. https://doi.org/10.22146/ijg.16842
Giyarsih, S. R., & Marfai, M. A. (2018). The perception of stakeholders on regional transformation on the outskirts of Yogyakarta City. Indonesia GeoJournal, 83(5), 983–991. https://doi.org/10.1007/s10708-017-9812-9
Hall, J., & Ludwig, U. (2009). Gunnar myrdal and the persistence of germany’s regional inequality. Journal of Economic Issues, 43(2), 345–352. https://doi.org/10.2753/JEI0021-3624430207
Hill, H., & Vidyattama, Y. (2016). Regional development dynamics in Indonesia before and after the “Big Bang” decentralization. The Singapore Economic Review. https://doi.org/10.1142/S0217590816400270
Ho, P. (2009). An institutionalist’s policy advice to address international inequalities: The contributions of gunnar myrdal. Journal of Economic Issues, 43(2), 337–344. https://doi.org/10.2753/JEI0021-3624430206
Hughes, D. W., & Holland, D. W. (1994). Core-periphery economic linkage: A measure of spread and possible backwash effects for the Washington economy. Land Economics, 70(3), 364–377. https://doi.org/10.2307/3146536
Iacoboaea, C., Luca, O., & Nica, A. (2015). Industry in growth poles of Romania. Urbanism. Arhitectura. Constructii, 6(1), 57–70. Retrieved from https://www.proquest.com/scholarly-journals/industry-growth-poles-romania/docview/1586124539/se-2
MoPWH Indonesia. (2021). Voluntary national review for implementation of New Urban Agenda, final report.
Irawan, A. (2015). Regional income disparities in Indonesia: Measurements, convergence process, and decentralisation. Bulletin of Indonesian Economic Studies, 51(1), 148–149. https://doi.org/10.1080/00074918.2015.1023415
Jia, S., Qin, C., & Ye, X. (2018). The evolution of regional multi-pole growth. Annals of Regional Science, 61(1), 189–207. https://doi.org/10.1007/s00168-018-0864-7
Jorgenson, D. W., & Vu, K. M. (2016). The ICT revolution, world economic growth, and policy issues. Telecommunications Policy, 40(5), 383–397. https://doi.org/10.1016/j.telpol.2016.01.002
Ke, S., & Feser, E. (2010). Count on the growth pole strategy for regional economic growth? Spread-backwash effects in greater central China. Regional Studies, 44(9), 1131–1147. https://doi.org/10.1080/00343400903373601
Junghun, K., & Sean D. (Eds.), OECD Fiscal Federalism Studies Fiscal Decentralisation and Inclusive Growth in Asia. OECD Fiscal Federalism, & Studies (2019). OECD Publishing, Paris. https://doi.org/10.1787/25cf7545-en.
Ketterer, T. D., & Rodríguez-Pose, A. (2018). Institutions vs. ‘first-nature’ geography: What drives economic growth in Europe’s regions? Papers in Regional Science, 97(269868), S25–S62. https://doi.org/10.1111/pirs.12237
Kopczewska, K., Kudła, J., & Walczyk, K. (2017). Strategy of spatial panel estimation: Spatial Spillovers between taxation and economic growth. Applied Spatial Analysis and Policy, 10(1), 77–102. https://doi.org/10.1007/s12061-015-9170-2
Krugman, P. (1991). Increasing returns and economic geography. Jornal of Political Economy, 99(3), 483–499.
Kurniawati, M. A. (2022). Analysis of the impact of information communication technology on economic growth: Empirical evidence from asian countries. Journal of Asian Business and Economic Studies, 29(1), 2–18. https://doi.org/10.1108/jabes-07-2020-0082
Laird, J. J., & Mackie, P. J. (2014). Wider economic benefits of transport schemes in remote rural areas. Research in Transportation Economics, 47(1), 92–102. https://doi.org/10.1016/j.retrec.2014.09.022
Laird, J. J., & Venables, A. J. (2017). Transport investment and economic performance: A framework for project appraisal. Transport Policy, 56(August 2016), 1–11. https://doi.org/10.1016/j.tranpol.2017.02.006
Majeed, M. T., & Ayub, T. (2018). Information and Communication Technology (ICT) and economic growth nexus: A comparative global analysis. Pakistan Journal of Commerce and Social Science, 12(2), 443–476.
McKee, D. L. (2008). Services, growth poles and advanced economies. Service Business, 2(2), 99–107. https://doi.org/10.1007/s11628-007-0026-y
Nkoro, E., & Uko, A. K. (2016). Autoregressive distributed lag (ARDL) cointegration technique: Application and interpretation. Journal of Statistical and Econometric Methods, 5(4), 63–91.
Parr, J. B. (2015). Neglected aspects of regional policy: A retrospective view. Environment and Planning C: Government and Policy, 33(2), 376–392. https://doi.org/10.1068/c1371r
Partridge, M., Bollman, R. D., Olfert, M. R., & Alasia, A. (2007). Riding the wave of urban growth in the countryside: Spread, backwash, or stagnation? Land Economics, 83(2), 128–152. https://doi.org/10.3368/le.83.2.128
Partridge, M., Olfert, M. R., & Alasia, A. (2007b). Canadian cities as regional engines of growth: Agglomeration and amenities. Canadian Journal of Economics, 40(1), 39–68. https://doi.org/10.1111/j.1365-2966.2007.00399.x
Partridge, M. D., Rickman, D. S., Ali, K., & Olfert, M. R. (2009). Do new economic geography agglomeration shadows underlie current population dynamics across the urban hierarchy? Papers in Regional Science, 88(2), 445–466. https://doi.org/10.1111/j.1435-5957.2008.00211.x
Pesaran, M. H., & Shin, Y. (1999). An autoregressive distributed-lag modelling approach to cointegration analysis. In S. Strøm (Ed.), Econometrics and economic theory in the 20th century: The ragnar frisch centennial symposium. Cambridge University Press. https://doi.org/10.1017/CCOL521633230
Polyzos, S., & Tsiotas, D. (2020). The contribution of transport infrastructures to the economic and regional development: A review of the conceptual framework. Theoretical and Empirical Researches in Urban Management, 15(1), 5–23.
Pribadi, D. O., Putra, A. S., & Rustiadi, E. (2015). Determining optimal location of new growth centers based on LGP–IRIO model to reduce regional disparity in Indonesia. Annals of Regional Science, 54(1), 89–115. https://doi.org/10.1007/s00168-014-0647-8
Rachmawati, R., Rijanta, R., & Djunaedi, A. (2015). Location decentralization due to the use of information and communication technology: Empirical evidence from Yogyakarta, Indonesia. Human Geographies, 9(1), 5–15. https://doi.org/10.5719/hgeo.2015.91.1
Rahajeng, A., Jaya, W. K., Pangaribowo, E., & Darwin, M. (2022). Transformation of yogyakarta regional development: A shifting perception of economic power among the regions. GeoJournal. https://doi.org/10.1007/s10708-022-10708-2
Rana, S., & Djaka, M. (2015). Urbanisation trends in comparative study of developing countries: Yogyakarta City and Kathmandu valley. Journal of Natural Resources and Development, 5, 29–36.
Rath, B. N., Hermawan, D., & Indonesia, B. I. (2020). Do information and communication technologies foster economic growth in Indonesia? Bulletin of Monetary Economics and Banking. https://doi.org/10.21098/bemp.v22i1
Rauhut, D., & Humer, A. (2020). EU Cohesion Policy and spatial economic growth: Trajectories in economic thought. European Planning Studies, 28(11), 2116–2133. https://doi.org/10.1080/09654313.2019.1709416
Remeikiene, R., Gaspareniene, L., Fedajev, A., & Vebraite, V. (2021). The role of ICT development in boosting economic growth in transition economies. Journal of International Studies, 14(4), 9–22. https://doi.org/10.14254/2071-8330.2022/14-4/1
Richardson, H. W. (2007). Growth Pole Spillovers: The dynamics of backwash and spread. Regional Studies, 41(sup1), S27–S35. https://doi.org/10.1080/00343400701232157
Rodríguez-Pose, A., & Crescenzi, R. (2008). Research and development, spillovers, innovation systems, and the genesis of regional growth in Europe. Regional Studies, 42(1), 51–67. https://doi.org/10.1080/00343400701654186
Rodríguez-Pose, A., & Ketterer, T. (2020). Institutional change and the development of lagging regions in Europe. Regional Studies, 54(7), 974–986. https://doi.org/10.1080/00343404.2019.1608356
Runge, A. (2016). Urban agglomerations and transformations of medium-sized towns in Poland. Environmental & Socio-Economic Studies, 4(3), 41–55. https://doi.org/10.1515/environ-2016-0017
Sang-Arun, N. (2013). Development of regional growth centres and impact on regional growth: A case study of Thailand’s northeastern region. Urbani Izziv, 24(1), 160–171. https://doi.org/10.5379/urbani-izziv-en-2013-24-01-005
Setyono, J. S., Yunus, H. S., & Giyarsih, S. R. (2016). The spatial pattern of urbanization and small Cities Development in Central Java: A case study of Semarang-Yogyakarta-Surakarta Region. Geoplanning: Journal of Geomatics and Planning, 3(1), 53–66. https://doi.org/10.14710/geoplanning.3.1.53-66
Shah, A. (2003). Fiscal decentralisation in transition economies and developing countires. Federalism in a Changing World: Learning from Each Other: Scientific Background, Proceedings and Plenary Speeches of the International Conference on Federalism, 2002, 432.
Sirait, N., Hendra, H., & Nesti, L. (2020). A computerized study of factors of economic growth disparity in Indonesia. Journal of Physics: Conference Series, 1469(1), 012051. https://doi.org/10.1088/1742-6596/1469/1/012051
Stępniak, M., & Rosik, P. (2018). The role of transport and population components in change in accessibility: The influence of the distance decay parameter. Networks and Spatial Economics, 18(2), 291–312. https://doi.org/10.1007/s11067-017-9376-8
Sutari, V. R. (2017). National examination in Indonesia and its backwash effects: Teachers’ perspectives. Conaplin, 82(9), 331–333. https://doi.org/10.2991/conaplin-16.2017.76
Sutiyo, Maharjan, K. L., Sutiyo, & Maharjan, K. L. (2017). Policy options for decentralization and rural development in Indonesia. In Decentralization and rural development in Indonesia. https://doi.org/10.1007/978-981-10-3208-0_12.
Talitha, T., Firman, T., & Hudalah, D. (2019). Welcoming two decades of decentralization in Indonesia: A regional development perspective. Territory Politics Governance, 0(0), 1–19. https://doi.org/10.1080/21622671.2019.1601595
Tang, W., & Hewings, G. J. D. (2017). Do city–county mergers in China promote local economic development? Economics of Transition, 25(3), 439–469. https://doi.org/10.1111/ecot.12118
Veneri, P., & Ruiz, V. (2016). Urban-to-rural population growth linkages: Evidence from OECD TL3 regions. Journal of Regional Science, 56(1), 3–24. https://doi.org/10.1111/jors.12236
Wang, L., Zhang, F., Zang, Y., & Duan, J. (2022). Understanding the Regional Integration process from the perspective of agglomeration and urban networks: Case study in central China. International Journal of Environmental Research and Public Health, 19(19), 12834. https://doi.org/10.3390/ijerph191912834
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Rahajeng, A., Jaya, W.K., Pangaribowo, E.H. et al. Assessment of regional development pattern towards sustainability urban areas: empirical evidence from Yogyakarta urban areas. Environ Dev Sustain (2023). https://doi.org/10.1007/s10668-023-03709-9
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DOI: https://doi.org/10.1007/s10668-023-03709-9