Skip to main content Skip to main navigation menu Skip to site footer
E-ISSN: 2722-0842 | P-ISSN: 2721-8309
Menu
  • Home
  • Aims and Scope
  • Announcements
  • Issue
    • Current
    • Archives
  • Peer Reviewers
  • Editorial Team
  • Search
  • History
Search
  • Register
  • Login
LogoJISDeP_Baru1
  1. Home
  2. Archives
  3. Vol 7 No 1 (2026): April
  4. Research Paper

Spatial Dynamics and Regional Spillover Effects of Manufacturing GDP Growth in Indonesia

  • Abdul Azis Departement Development Economics, Universitas Negeri Malang, Malang, Indonesia
  • Etty Soesilowati Departement Development Economics, Universitas Negeri Malang, Malang, Indonesia
  • Thomas Sosecco Departement Development Economics, Universitas Negeri Malang, Malang, Indonesia
  • Inayati Nuraini Dwiputri Departement Development Economics, Universitas Negeri Malang, Malang, Indonesia
  • Farida Rahmawati Departement Development Economics, Universitas Negeri Malang, Malang, Indonesia
  • Hasan Adi Nugraha Department of Geodesy and Geomatics Engineering, Institut Teknologi Bandung, Bandung, Indonesia
https://doi.org/10.46456/jisdep.v7i1.1025

Abstract

This study examines the spatial dynamics and regional spillover effects of manufacturing GDP growth across provinces in Indonesia during the period 2019–2023. Regional disparities and uneven industrial development remain critical challenges in achieving inclusive and sustainable economic growth, particularly in the context of spatial inequality and structural transformation. Using an Exploratory Spatial Data Analysis (ESDA) approach, including Global Moran’s I, LISA Cluster Map, and spatial visualization, this study identifies patterns of spatial dependence and regional clustering. The results reveal consistent positive spatial autocorrelation, indicating that manufacturing growth is spatially interdependent rather than randomly distributed. The analysis identifies three phases of spatial dynamics: pre-disruption integration, spatial decoupling during economic shocks, and post-pandemic re-convergence. A High–High cluster in Sulawesi indicates the emergence of a new growth pole driven by agglomeration forces and spatial spillover effects, while persistent Low–Low clusters in Papua reflect the presence of spatial low-growth traps. These findings highlight the importance of spatially integrated industrial policies, strengthening interregional connectivity, and addressing structural disparities to support more inclusive and sustainable development. This study contributes to the achievement of SDG 8 and SDG by providing empirical evidence on spatial inequality and regional growth dynamics in Indonesia.


Views: 144
Downloads
Download data is not yet available.

References

Ahlfeldt, G. M., & Pietrostefani, E. (2019). The economic effects of density: A synthesis. Journal of Urban Economics, 111, 93–107. https://doi.org/10.1016/j.jue.2019.04.006

Annoni, P., de Dominicis, L., & Khabirpour, N. (2019). Location matters: A spatial econometric analysis of regional resilience in the European Union. Growth and Change, 50(3), 824–855. https://doi.org/10.1111/grow.12311

Anselin, L. (1995). Local Indicators of Spatial Association—LISA. Geographical Analysis, 27(2), 93–115. https://doi.org/10.1111/j.1538-4632.1995.tb00338.x

Arbia, G., Basile, R., & Salvatore, M. (2003). Measuring Spatial Effects in Parametric and Nonparametric Modelling of Regional Growth and Convergence.

Badan Pusat Statistik Indonesia. 2023. Laju Pertumbuhan PDB Industri Manufaktur. Retrieved from: https://www.bps.go.id/id/statistics-table/2/MTIxNiMy/laju-pertumbuhan-pdb-industri-manufaktur.html

Bermejo Carbonell, J., & Werner, R. A. (2018). Does Foreign Direct Investment Generate Economic Growth? A New Empirical Approach Applied to Spain. Economic Geography, 94(4), 425–456. https://doi.org/10.1080/00130095.2017.1393312

Davies, A. R., Evenhuis, E., Willams, J., Avoyan, E., & Tyler, P. (2024). Critical geographies of the circular economy. In Cambridge Journal of Regions, Economy and Society (Vol. 17, Number 3, pp. 431–442). Oxford University Press. https://doi.org/10.1093/cjres/rsae028

Ehnts, D., & Trautwein, H.-M. (2012). From New Trade Theory to New Economic geography: A Space Odyssey. OEconomia, (2–1), 35–66. https://doi.org/10.4000/oeconomia.1616

Ertur, C., & Koch, W. (2007). Growth, technological interdependence and spatial externalities: Theory and evidence. Journal of Applied Econometrics, 22(6), 1033–1062. https://doi.org/10.1002/jae.963

Furková -, A., & Chocholatá, M. (2016). Spatial Econometric Modelling of Regional Club Convergence in the European Union. Ekonomický Časopis, 64(4), 367–386.

Gori, G. F., & Paniccià, R. (2015). A structural multisectoral model with new economic geography linkages for Tuscany. Papers in Regional Science, 94, S175–S196. https://doi.org/10.1111/pirs.12152

Jordaan, J. A., & Garduño-Rivera, R. (2024). Municipality manufacturing agglomerations unveiled: Exploring spatial structural transformation in Mexico under import substitution and trade liberalisation. Applied Geography, 168. https://doi.org/10.1016/j.apgeog.2024.103317

Kim, Y. R., Williams, A. M., Park, S., & Chen, J. L. (2021). Spatial spillovers of agglomeration economies and productivity in the tourism industry: The case of the UK. Tourism Management, 82. https://doi.org/10.1016/j.tourman.2020.104201

Krugman, P. R. . (1995). Development, geography, and economic theory. MIT Press.

Le Gallo, J., & Dall’erba, S. (2008). Spatial and sectoral productivity convergence between European regions, 1975-2000. Papers in Regional Science, 87(4), 505–525. https://doi.org/10.1111/j.1435-5957.2007.00159.x

Li, X., & Li, G. (2026). The impact of China’s spatial correlation network of digital industry on the manufacturing industry transfer: based on the analysis of network centrality. The Annals of Regional Science, 75(1), 31. https://doi.org/10.1007/s00168-026-01468-9

Lu, X., Chen, D., & Wang, Y. (2020). Is urban sprawl decoupled from the quality of economic growth? Evidence from Chinese cities. Sustainability (Switzerland), 12(1). https://doi.org/10.3390/SU12010218

Moran, P. A. P. (1950). Notes on Continuous Stochastic Phenomena. Biometrika, 37(1), 17–23. https://www.jstor.org/stable/2332142

Mukhlis, Adnan, N., & Farhan, M. (2019). Assessing Small Industrial Agglomeration and Economic Growth in South Sumatra. Advances in Economics, Business and Management Research, 142, 446–452.

Nijkamp, P., Kourtit, K., Krugman, P., & Moreno, C. (2024). Old wisdom and the New Economic Geography: Managing uncertainty in 21st century regional and urban development. Regional Science Policy and Practice, 16(10). https://doi.org/10.1016/j.rspp.2024.100124

Puga, D. (2010). The magnitude and causes of agglomeration economies. Journal of Regional Science. http://diegopuga.org

Roessler, M. (2024). Untangling regional development traps through narratives. Regional Studies, Regional Science, 11(1), 406–418. https://doi.org/10.1080/21681376.2024.2373176

Santoso, E., Ismail, M., Noor, I., & Ekawaty, M. (2019a). Geographical Pattern of Economic Activities: An Evidence from Large and Medium Manufacturing Industries in Indonesia. IOP Conference Series: Earth and Environmental Science, 328(1). https://doi.org/10.1088/1755-1315/328/1/012038

Santoso, E., Ismail, M., Noor, I., & Ekawaty, M. (2019b). Geographical Pattern of Economic Activities: An Evidence from Large and Medium Manufacturing Industries in Indonesia. IOP Conference Series: Earth and Environmental Science, 328(1). https://doi.org/10.1088/1755-1315/328/1/012038

Santoso, E., Priyono, T. H., Yunitasari, D., & Anggraini, S. (2025). The Analysis of Local Regression of Industrial Agglomeration on the Economic Growth in Indonesia. Wiga : Jurnal Penelitian Ilmu Ekonomi, 15(1), 80–90. https://doi.org/10.30741/wiga.v15i1.1402

Shi, S., Wong, S. K., Qiang, W. W., & Zheng, C. (2025). Corporate ownership transfer and urban economic growth: A study of manufacturing M&As in China. Papers in Regional Science, 104(1). https://doi.org/10.1016/j.pirs.2024.100071

Sinaga, A. M., Simanjuntak, M., Silalahi, F. T. R., Lumbantoruan, R., & Simanjuntak, H. A. T. (2022). Industrial Agglomeration Analysis for Local Economic Growth (Case Study Medium-Large Industries at North Sumatera). RSF Conference Series: Engineering and Technology, 2(1), 95–103. https://doi.org/10.31098/cset.v2i1.541

Song, A., Liu, Y., Zhao, X., Liu, X., & Bai, D. (2023). Analysis of coupled coordination and spatial interaction effects between manufacturing and logistics industries in the Yellow River Basin of China. Heliyon, 9(6). https://doi.org/10.1016/j.heliyon.2023.e17556

Thapliyal, P., Gulati, R., & Nauriyal, D. K. (2025). What determines green total factor productivity in the Indian manufacturing sector? A spatial–temporal analysis. Empirical Economics, 69(3), 1079–1116. https://doi.org/10.1007/s00181-025-02762-9

Wang, H., Su, X., & Liu, J. M. (2023). The Spatial Spillover Effect of Logistics and Manufacturing Co-Agglomeration on Regional Economic Resilience: Evidence from China’s Provincial Panel Data. Sustainability (Switzerland), 15(10). https://doi.org/10.3390/su15108208

Wang, L., & You, J. (2023). An integrated perspective on the spatial–temporal characteristics of China’s manufacturing carbon emissions at the regional and industry levels. Energy Reports, 10, 1688–1701. https://doi.org/10.1016/j.egyr.2023.08.034

Wang, Z., Lu, Y., Zhu, C., & Wang, J. (2025). How resource industry spatial agglomeration affects regional economic growth: Evidence from China. Chinese Journal of Population Resources and Environment, 23(4), 570–578. https://doi.org/10.1016/j.cjpre.2025.10.013

Xiufan, Z., Xiaomin, W., Wenhai, Z., & Ningning, F. (2024). Research on the green innovation effect of digital economy network – Empirical evidence from the manufacturing industry in the Yangtze River Delta. Environmental Technology and Innovation, 34. https://doi.org/10.1016/j.eti.2024.103595

Zhu, H., Huang, P., & Yue, J. (2025). Does high-speed railway speed up manufacturing agglomeration along the line? A case study of the Beijing–Guangzhou high-speed railway. Regional Science Policy and Practice, 17(11). https://doi.org/10.1016/j.rspp.2025.100223

Zhu, W., & Yang, G. (2024). Analysis of the spatiotemporal evolution and influencing factors of green development level in the manufacturing industry. Heliyon, 10(9). https://doi.org/10.1016/j.heliyon.2024.e30156


  • Recommendation Article
Recommendation Article
  • A Policy Implementation Review of the Free Nutritious Meal (MBG) Program
    257
  • Policy Strategy to Stimulate Indonesia’s Palm Oil Downstream Industries
    86
  • Enhancing Smart and Adaptive Coastal Living: A Case from Pekalongan Regency
    42
  • Assessment of Knowledge, Attitude and Practice of University Students towards Sustainable Development Goals (SDGs)
    41
  • Spatial Dynamics and Regional Spillover Effects of Manufacturing GDP Growth in Indonesia
    40
  • Sustainable City Planning Concepts and Practices in Emerging Economies: A Systematic Review
    36
  • Nusantara Capital City (IKN): Threats and Defense Strategies for Indonesia’s New Capital
    36
  • Local Food, Centralized Governance, and the Limits of Policy Localization in Indonesia’s Free Nutritious School Meal Program: Evidence from Sumba
    35
  • Kim, Youna. (Ed.). The Soft Power of the Korean Wave: Parasite, BTS and Drama (1st ed.)
    35
  • Analysis of Gen Z's Readiness to Leverage AI in Green Jobs
    34

Keywords:

Spatial Economics Regional Spillover Core-Periphery Regions Manufacturing Industry
Galleys
  •   PDF
  • Total Downloads: 41
 
 
Published
2026-04-30
How to Cite
More Citation Formats
ACM ACS APA ABNT Chicago Harvard IEEE MLA Turabian Vancouver
AzisA., Etty Soesilowati, Thomas Sosecco, Inayati Nuraini Dwiputri, Farida Rahmawati, & Hasan Adi Nugraha. (2026). Spatial Dynamics and Regional Spillover Effects of Manufacturing GDP Growth in Indonesia. The Journal of Indonesia Sustainable Development Planning, 7(1), 128-139. https://doi.org/10.46456/jisdep.v7i1.1025

Download Citation
  • Endnote/Zotero/Mendeley (RIS)
  • BibTeX
Issue
Vol 7 No 1 (2026): April
Section
Research Paper
 
 

Copyright (c) 2026 Abdul Azis, Etty Soesilowati, Thomas Sosecco, Inayati Nuraini Dwiputri, Farida Rahmawati, Hasan Adi Nugraha

Creative Commons License

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

Creative Commons License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0) license.

  1. Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution ShareAlike License that allows others to share the work with an acknowledgment of the work's authorship and initial publication in this journal.
  2. Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in this journal.
  3. Authors are permitted and encouraged to post their work online (e.g., in institutional repositories, pre-print sites, or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater dissemination of published work.
  • Submit a Paper

<ahref="https://app.dimensions.ai/discover/publication?search_mode=content&and_facet_source_title=jour.1388694"> <img title="Dimensions " src="https://thumbs2.imgbox.com/f2/a6/iV0vKcPH_t.png" alt="DESKRIPSI GAMBAR" width="175" height="65" border="none" /> </a></p>

Information
  • For Readers
  • For Authors
  • For Librarians
Most read last week
  • A Policy Implementation Review of the Free Nutritious Meal (MBG) Program
    257
  • Policy Strategy to Stimulate Indonesia’s Palm Oil Downstream Industries
    86
  • Enhancing Smart and Adaptive Coastal Living: A Case from Pekalongan Regency
    42
  • Assessment of Knowledge, Attitude and Practice of University Students towards Sustainable Development Goals (SDGs)
    41
  • Spatial Dynamics and Regional Spillover Effects of Manufacturing GDP Growth in Indonesia
    40
  • Sustainable City Planning Concepts and Practices in Emerging Economies: A Systematic Review
    36
  • Nusantara Capital City (IKN): Threats and Defense Strategies for Indonesia’s New Capital
    36
  • Local Food, Centralized Governance, and the Limits of Policy Localization in Indonesia’s Free Nutritious School Meal Program: Evidence from Sumba
    35
  • Kim, Youna. (Ed.). The Soft Power of the Korean Wave: Parasite, BTS and Drama (1st ed.)
    35
  • Analysis of Gen Z's Readiness to Leverage AI in Green Jobs
    34

Sub Menu

  • Contact
  • Publication Ethics & Malpractice Statement
  • Ethical Clearance
  • Aims and Scope
  • Editorial and Peer Reviewer Process
  • Editorial Team
  • Peer Reviewers
  • Author Guidelines
  • Copyright notice
  • Open Access Policy
  • Archiving
  • Indexing
  • Article Processing Charge
  • Publication Frequency
  • Privacy Statement
  • Plagiarism Policy
  • Citedness in Scopus Database

Information

For Author For Readers For Librarians

Statistics

Visit Google Scholar

Free counters!

Accreditation

  PDF



Contact Us

Phone: +62-21-31928280, 31928285, 31928279

Fax: +62 21 31928281

E-mail: journalpusbindiklatren@gmail.com



View My Stats

Creative Commons License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0) license.
ISSN Internasional Centre | ISSN Online | ISSN Print