The Impact of Industrial Agglomeration on Labor Misallocation in East Java

  • Wisnu Purnomo Department Economics, Faculty Economics and Business, Universitas Airlangga, Surabaya, Indonesia
  • Martha Ranggi Primanthi Department Economics, Faculty Economics and Business, Universitas Airlangga, Surabaya, Indonesia
Keywords: Industrial Agglomeration, Labor Misallocation, East Java, Gerbangkertosusila

Abstract

Agglomeration is believed to offer various advantages to firms located within its area. One such benefit is the potential reduction in labor misallocation. However, theoretical expectations do not always align with real-world practices. This study aims to analyze the impact of industrial agglomeration areas on the degree of labor misallocation in East Java by utilizing panel data from the Large and Medium Manufacturing Industry Survey (IBS) for the period 2010–2015. The analysis employs a fixed effects panel regression method. The findings reveal that firms located within agglomeration areas experience a labor misallocation level 2.52 times higher than those outside such areas. Additionally, a 1% increase in the number of workers leads to a 0.122% increase in labor misallocation. Exporting firms tend to exhibit a higher level of misallocation compared to non-exporting firms, by 1.926 points. Moreover, the study finds that a higher Herfindahl-Hirschman Index (HHI) among firms also contributes to greater labor misallocation. Specifically, a one-point increase in the HHI is associated with a 0.7% rise in labor misallocation

Author Biography

Wisnu Purnomo, Department Economics, Faculty Economics and Business, Universitas Airlangga, Surabaya, Indonesia

Agglomeration is believed to offer various advantages to firms located within its area. One such benefit is the potential reduction in labor misallocation. However, theoretical expectations do not always align with real-world practices. This study aims to analyze the impact of industrial agglomeration areas on the degree of labor misallocation in East Java by utilizing panel data from the Large and Medium Manufacturing Industry Survey (IBS) for the period 2010–2015. The analysis employs a fixed effects panel regression method. The findings reveal that firms located within agglomeration areas experience a labor misallocation level 2.52 times higher than those outside such areas. Additionally, a 1% increase in the number of workers leads to a 0.122% increase in labor misallocation. Exporting firms tend to exhibit a higher level of misallocation compared to non-exporting firms, by 1.926 points. Moreover, the study finds that a higher Herfindahl-Hirschman Index (HHI) among firms also contributes to greater labor misallocation. Specifically, a one-point increase in the HHI is associated with a 0.7% rise in labor misallocation.

References

Acemoglu, D., & Restrepo, P. (2018). The race between man and machine: Implications of technology for growth, factor shares, and employment. American Economic Review, 108(6), 1488–1542. https://doi.org/10.1257/aer.20160696

Andersson, M., & Lööf, H. (2011). Agglomeration and productivity: evidence from firm-level data. The annals of regional science, 46(3), 601-620. https://doi.org/10.1007/s00168-009-0352-1

Ansoff, H.L. (1965). Corporate Strategy. New York: McGraw-Hill.

Arikunto, S. (2006). Prosedur penelitian: Suatu pendekatan praktik. Jakarta: Rineka Cipta.

Badan Pusat Statistik Kota Bandar Lampung. (2023, July 24). Survei Industri Besar Sedang (IBS) Bulan Juli 2023. https://bandarlampungkota.bps.go.id/id/news/2023/07/24/118/survei-industri-besar-sedang--ibs--bulan-juli-2023.html

Bahari, F., & Nisa, Z. (2015). Analysis of Industrial Agglomeration and Economics Growth in 2013-2019 (Case: Six Provinces on Java Island). Eko-Regional, 15(2), 93-99. https://doi.org/10.20884/1.erjpe.2020.15.2.1570

Barney, J. B. (1991). Firm Resources and Sustained Competitive Advantage. Journal of Management, 17(1), 99-120. https://doi.org/10.1177/014920639101700108

Baumol, W. J. (1969). Macroeconomics of Unbalanced Growth: Comment on the Comment. The American Economic Review, 59(4), 632–632. http://www.jstor.org/stable/1813230

Becker, G. S. (1918). Human capital: a theoretical and empirical analysis, with special reference to education. Chicago: University of Chicago Press.

Behrens, K., Mion, G., Murata, Y., & Südekum, J. (2011). Spatial frictions (CEP Discussion Paper No. 1108). Centre for Economic Performance, London School of Economics.

Bloom, N., et al. (2013). Does management matter? Evidence from India. The Quarterly Journal of Economics, 128(1), 1–51. https://doi.org/10.1093/qje/qjs044

Bloom, N., & Van Reenen, J. (2007). Measuring and explaining management practices across firms and countries. The Quarterly Journal of Economics, 122(4), 1351–1408. https://doi.org/10.1162/qjec.2007.122.4.1351

Brealey, R. A., Myers, S. C., & Allen, F. (2011). Principles of Corporate Finance. New York: McGraw-Hill/Irwin.

Brooks, W. J., Kaboski, J. P., & Li, Y. A. (2021). Agglomeration, Misallocation, and (the Lack of) Competition. American Economic Journal: Macroeconomics, 13(4), 483-519. https://doi.org/10.1257/mac.20180443

Busro, M. (2018). Teori-Teori Manajemen Sumber Daya Manusia. Jakarta: Prenadamedia Group.

Carlsen, F., Rattsø, J., & Stokke, H. (2016). Education, experience, and urban wage premium. Regional Science and Urban Economics, 60, 1–14. https://doi.org/10.1016/j.regsciurbeco.2016.06.006

Chandler, A. D. (1962). Strategy and structure: Chapters in the history of the industrial enterprise. Cambridge: M.I.T. Press.

Choi, T. (2020). Agglomeration Effect of Skill-Based Local Labor Pooling: Evidence of South Korea. Journal of Open Innovation: Technology, Market, and Complexity, 6(2), 28. https://doi.org/10.3390/joitmc6020028

Combes, P. P., Duranton, G., & Gobillon, L. (2011). The identification of agglomeration economies. Journal of economic geography, 11(2), 253-266. https://doi.org/10.1093/jeg/lbq038

Cowell, F. A. (2011). Measuring inequality. New York: Oxford University Press Inc.

Daldjoeni, N. (1998). Geografi Kota dan Desa. Bandung : Penerbit Alumni ITB.

D’Costa, S., & Overman, H. (2014). The urban wage growth premium: Sorting or learning? Regional Science and Urban Economics, 48(C), 168-179. https://doi.org/10.1016/j.regsciurbeco.2014.06.006

De la Roca, J. (2017). Selection in initial and return migration: Evidence from moves across Spanish cities. Journal of Urban Economics, 100, 33-53. https://doi.org/10.1016/j.jue.2017.04.004

Di Comite, F., Kancs, D. A., & Lecca, P. (2018). Modeling agglomeration and dispersion in space: The role of labor migration, capital mobility and vertical linkages. Review of International Economics, 26(3), 555-577. https://doi.org/10.1111/roie.12313

Direktorat Jenderal Perbendaharaan. (2024, April 26). Press Release APBN Regional Jawa Timur s.d. 31 Maret 2024. Kementerian Keuangan Republik Indonesia. https://djpb.kemenkeu.go.id/kanwil/jatim/id/data-publikasi/artikel/2974-press-release-apbn-regional-jawa-timur-s-d-31-maret-2024.html

Djankov, S., McLiesh, C., & Ramalho, R. M. (2006). Regulation and growth. Economics Letters, 92(3), 395–401. https://dx.doi.org/10.2139/ssrn.893321

Drucker, P. F. (1954). The Practice of Management. New York: Harper & Row.

Eriandy, F. M. (2021). Analisis Aglomerasi Pada Koridor Ekonomi di Indonesia. Jurnal Ekonomi Akuntansi dan Manajemen, 20(2), 134-159. https://core.ac.uk/download/pdf/478951654.pdf

Fan, H., & Yu, L. (2018). Misallocation of Agglomeration Economies and Diseconomies: Evidence from China. In M. Tomohiko & H. Uchikawa (Eds.), Economic Growth and Transition of Industrial Structure in East Asia (pp. 23-58). Singapore: Springer Singapore.

Farrokhi, F. (2021). Skill, Agglomeration, and Inequality in the Spatial Economy. International Economic Review, 62(1), 133-160. https://doi.org/10.1111/iere.12514

Felipe, J. (1997). Total factor productivity growth in East Asia: A critical survey (EDRC Report Series No. 65).

Firman, T. (2009) The Continuity and Change in Mega-Urbanization in Indonesia: A Survey of Jakarta-Bandung Region (JBR) Development. Habitat International, 33, 327-339. https://doi.org/10.1016/j.habitatint.2008.08.005

Fontagné, L., & Santoni, G. (2019). Agglomeration economies and firm-level labor misallocation. Journal of Economic Geography, 19(1), 251-272. https://doi.org/10.1093/jeg/lby007

Ghozali, I. (2016). Aplikasi Analisis Multivariate Dengan Program IBM SPSS 23 (8th ed.). Semarang: Badan Penerbit Universitas Diponegoro.

Giuliano, G., Kang, S., & Yuan, Q. (2019). Agglomeration economies and evolving urban form. The annals of regional science, 63(3), 377-398. https://doi.org/10.1007/s00168-019-00957-4

Glaeser, E. L., & Gottlieb, J. D. (2009). The Wealth of Cities: Agglomeration Economies and Spatial Equilibrium in the United States. Journal of Economic Literature, 47(4), 983-1028. https://doi.org/10.1257/jel.47.4.983

Grover, A., Lall, S., & Timmis, J. (2023). Agglomeration economies in developing countries: A meta-analysis. Regional Science and Urban Economics, 101, 103901. https://doi.org/10.1016/j.regsciurbeco.2023.103901

He, Q., & Du, J. (2022). The impact of urban land misallocation on inclusive green growth efficiency: evidence from China. Environmental Science and Pollution Research, 29(3), 3575-3586.. https://doi.org/10.21203/rs.3.rs-421869/v1

Heise, S., & Porzio, T. (2022). Labor Misallocation Across Firms and Regions (Working Paper No. 30298). National Bureau of Economic Research. http://www.nber.org/papers/w30298

Ji, S., Zhu, Y., & Zhang, X. (2018). The study of industrial agglomeration improving misallocation of resources. Proceedings of the 2018 International Conference on Advances in Social Sciences and Sustainable Development (ASSSD 2018), 213–219. https://doi.org/10.2991/asssd-18.2018.45

Karabaza, I., & Shapovalova, I. (2018). Ukraine Tourist Image Forming: Organization of National Tourist Product Promotion to the Global Market. Scientific Journal of Polonia University, 69(2), 77-86. https://doi.org/10.33274/2079-4819-2018-69-2-77-86

Karima, N. A., Badriah, L. S., & Gunawan, D. S. (2021). Determinants of Big and Medium Industrial Manufacturing Agglomeration in West Java Province. Eko-Regional, 16(1), 56-62.

Kementerian Perhubungan Republik Indonesia. (2020, January 21). Menhub dijadwalkan bertemu Gubernur Jatim bahas pengembangan konektivitas Gerbangkertosusila. https://dephub.go.id/post/read/menhub-dijadwalkan-bertemu-gubernur-jatim-bahas-pengembangan-konektivitas-gerbangkertosusila

Krugman, P. (1994) Defining and Measuring Productivity. In The Age of Diminishing Expectations.

Lewis, W. A. (1954). Economic Development with Unlimited Supplies of Labour. The Manchester School, 22(2), 139-191. https://doi.org/10.1111/j.1467-9957.1954.tb00021.x

Li, X., Ma, L., & Tang, Y. (2024). Migration and Resource Misallocation in China. Journal of Development Economics, 167, 103218. https://doi.org/10.1016/j.jdeveco.2023.103218

Liu, L., Tian, Y., & Chen, H. (2023). The Costs of Agglomeration: Misallocation of Credit in Chinese Cities. Land, 12(3), 578. https://doi.org/10.3390/land12030578

Liu, Y., Lu, M., & Xiang, K. (2018). Balance through Agglomeration: A Race between Geography and Policy in China’s Regional Development. China & World Economy, 26(6), 72- 96. https://doi.org/10.1111/cwe.12262

Maritan, C. A., & Lee, G. K. (2017). Resource allocation and strategy. Journal of Management, 43(8), 2411-2420. https://doi.org/10.1177/0149206317729738

Marshall, A. (1920). Principles of Economics: An Introductory Volume (8th ed.). London: The Macmillan Press.

Matano, A., & Naticchioni, P. (2011). What drives the urban wage premium? Evidence along the wage distribution. Journal of Regional Science, 56(4), 1–20. https://doi.org/10.1111/jors.12235

Melitz, M. J. (2003). The impact of trade on intra-industry reallocations and aggregate industry productivity. Econometrica, 71(6), 1695-1725. https://doi.org/10.1111/1468-0262.00467

Muchson, M. (2017). Statistik Deskriptif. Bogor: Guepedia.

Padilah, T. N., & Adam, R. I. (2019). Analisis regresi linier berganda dalam estimasi produktivitas tanaman padi di Kabupaten Karawang. FIBONACCI: Jurnal Pendidikan Matematika Dan Matematika, 5(2), 117-128. https://doi.org/10.24853/fbc.5.2.117-128

Peters, J. C. (2020). Dynamic agglomeration economies and learning by working in specialised regions. Journal of economic geography, 20(3), 629-651. https://doi.org/10.1093/jeg/lbz022

Porter, M. E. (1986). Competition in Global Industries. Brighton: Harvard Business School Press.

Porter, M.E. (1990). The Competitive Advantage of Nations. New York: Free Press.

Porter, M. E. (1991). Towards a dynamic theory of strategy. Strategic management journal, 12(S2), 95-117. https://doi.org/10.1002/smj.4250121008

Qolbi, M. S., Setiawati, R. I. S., & Yufinanda, A. P. (2024). Analisis pengaruh jumlah penduduk, pengangguran, dan tingkat pendidikan terhadap kemiskinan Jawa Timur 2018-2023. Jurnal Media Informatika, 6(1), 83–93. https://ejournal.sisfokomtek.org/index.php/jumin

Radyanto, M. R. (2005). Peningkatan produktivitas industri garmen (Modul 1). Management Consultant.

Rasyid, M. (2015). Evaluasi Kebijakan Ekonomi Regional Jawa Timur dengan Pendekatan Analisis Klaster Lapangan Usaha dan Industri. EKO-REGIONAL, 10(2), 79-92.

Ricardo, D. (1817). On the principles of political economy and taxation. Hachette: John Murray.

Rumelt, R. P. (2011). Good Strategy Bad Strategy: The Difference and Why It Matters. New York: Crown Currency.

Rustiadi, E., Pravitasari, A. E., Setiawan, Y., Mulya, S. P., Pribadi, D. O., & Tsutsumida, N. (2021). Impact of continuous Jakarta megacity urban expansion on the formation of the Jakarta-Bandung conurbation over the rice farm regions. Cities, 111, 103000. https://doi.org/10.1016/j.cities.2020.103000

Solow, R. M. (1957). Technical Change and the Aggregate Production Function. The Review of Economics and Statistics, 39(3), 312–320. https://doi.org/10.2307/1926047

Stigler, G. J. (1951). The Division of Labor is Limited by the Extent of the Market. Journal of Political Economy, 59(3), 185-193.

Sugiyono. (2019). Metode penelitian kuantitatif, kualitatif, dan R&D. Bandung: Alfabeta, CV.

Syverson, C. (2011). What determines productivity? Journal of Economic literature, 49(2), 326-365.

Todaro, M. P., & Smith, S. C. (2015). Economic Development. London: Pearson Education.

Wang, S., & Li, M. (2023). Impact of Spatial Structure of Urban Agglomerations on PM2.5 Pollution: Based on Resource Misallocation. Heliyon, 9(3), e14099. https://doi.org/10.1016/j.heliyon.2023.e14099

Wibowo, Y. N. A., & Kudo, T. (2019). Agglomeration and urban manufacture labor productivity in Indonesia. Signifikan: Jurnal Ilmu Ekonomi, 8(2), 145-158. htttp://dx.doi.org/10.15408/sjie.v8i2.9316

Xu, Z. (2009). Productivity and agglomeration economies in Chinese cities. Comparative economic studies, 51(3), 284-301.

Zhang, X. (2021). Industrial Agglomeration, Technological Innovation and Carbon Productivity: Evidence from China. Resources, Conservation and Recycling, 166, 105330. https://doi.org/10.1016/j.resconrec.2020.10533.

Published
2025-09-30
How to Cite
Purnomo, W., & Primanthi, M. R. (2025). The Impact of Industrial Agglomeration on Labor Misallocation in East Java. East Java Economic Journal, 9(2), 286-306. https://doi.org/10.53572/ejavec.v9i2.156
Section
Articles