Beyond Connectivity: Quantifying the Economy-Wide Impact of Non-Toll Road Preservation via Public-Private Partnerships
DOI:
https://doi.org/10.26593/copar.v3i2.9996Keywords:
Economic Impact, Input-Output Analysis, Public-Private Partnerships, Road PreservationAbstract
The escalating imperative for resilient infrastructure in developing economies often competes with fiscal constraints, necessitating innovative financing models such as Public-Private Partnerships (PPP). While extensive literature examines the economic impact of new toll road construction, empirical evidence regarding the economy-wide valuation of non-toll road preservation remains scarce. This study investigates the national economic repercussions of the South Sumatra Eastern Highway preservation project, Indonesia’s inaugural non-toll PPP initiative, employing a rigorous Input-Output analysis updated to 2023. By integrating Keynesian multipliers with Hirschman’s unbalanced growth theory, the research quantifies the project’s capacity to catalyze sectoral linkages. The findings reveal that the preservation investment generates a total output multiplier of 1.76, creating substantial employment opportunities, primarily within the construction sector. Furthermore, the analysis uncovers significant compulsive backward linkages, where the preservation activities actively stimulate upstream industries, particularly manufacturing and wholesale trade, despite these sectors not receiving direct investment. These results challenge the perception that maintenance projects yield lower economic returns than new construction. This study provides a robust justification for expanding PPP schemes in asset preservation, demonstrating that strategic maintenance is not merely a cost but a potent driver of intersectoral economic growth and structural development.
References
Acemoglu, D. (2025). 2023 Klein lecture—Capital and wages. International Economic Review, 66(1), 3–24. https://doi.org/10.1111/iere.12733
Adrjan, P. (2018). The mightier, the stingier: Firms’ market power, capital intensity, and the labor share of income. Munich Personal RePEc Archive.
Afolabi, M. A., & Akanbi, B. E. (2024). Information communication technology and financial sector in West Africa. Revista Activos, 22(1), 129–144. https://doi.org/10.15332/25005278.10189
Akita, T., & Alisjahbana, A. S. (2023). The initial impacts of the COVID-19 pandemic on regional economies in Indonesia: Structural changes and regional income inequality. Sustainability, 15(18), 13709. https://doi.org/10.3390/su151813709
Alaloul, W. S., Musarat, M. A., Rabbani, M. B. A., Iqbal, Q., Maqsoom, A., & Farooq, W. (2021). Construction sector contribution to economic stability: malaysian GDP distribution. Sustainability, 13(9), 5012. https://doi.org/10.3390/su13095012
Ali, Y., Sabir, M., & Muhammad, N. (2019). A comparative input-output analysis of the construction sector in three developing economies of South Asia. Construction Management and Economics, 37(11), 643–658. https://doi.org/10.1080/01446193.2019.1571214
Alzyadat, J. A., & Almuslamani, M. S. (2021). The role of technological progress in the distribution sector: Evidence from Saudi Arabia wholesale and retail trade sector. Journal of Distribution Science (유통과학연구), 19(3), 15–23.
Amalia, K., Kiftiah, M., & Sulistianingsih, E. (2016). Penerapan teori Solow-Swan pada pertumbuhan ekonomi. Buletin Ilmiah Mat. Stat. Dan Terapannya (Bimaster), 5(1), 39–44.
Anas, R., Tamin, O. Z., Tamin, R. Z., & Wibowo, S. S. (2017). Measuring regional economic impact of Cipularang toll road investments: Using an input-output model (Case study: Bandung District). International Journal of Civil Engineering and Technology, 8(10), 796–804.
Andrus, O. (2024). Contemporary pricing strategies: Shaping competitive products. In Traditional and innovative scientific research: domestic and foreign experience (pp. 558–579). Baltija Publishing. https://doi.org/10.30525/978-9934-26-436-8-20
Angelo, L. (2025). The evolution of Italy’s wholesale and retail trade sector: Economic trends and policy implications (2014–2023). Social Science Research Network, 1–21. https://doi.org/10.2139/ssrn.5112325
Annisa, A., Suharto, U. S., Syaifudin, R., Sayifullah, S., & Ginanjar, R. A. F. (2024). Dampak pembangunan Jalan Tol Trans Sumatra pada perekonomian Indonesia: Pendekatan analisis input-output. Tirtayasa Ekonomika, 19(2), 213. https://doi.org/10.35448/jte.v19i2.28463
Anthony, O. C., Chukwudi, I. C., Ejem, A. E., & Chinebuli, U. (2024). Estimating the Direct Economic Impacts of Poor road infrastructure disruptions on road freight systems in Nigeria. International Journal of Traffic and Transportation Engineering, 13(1), 1–5.
Ardalepa, N. (2023). Keadilan dalam pembiayaan infrastruktur di Indonesia. IBLAM LAW REVIEW, 3(1), 162–179. https://doi.org/10.52249/ilr.v3i1.221
Arifin, T., & Suryawati, S. H. (2017). Analisis peranan sektor perikanan dalam mendukung program Minapolitan di provinsi Gorontalo: Model input-output. Jurnal Sosial Ekonomi Kelautan Dan Perikanan, 8(2), 129. https://doi.org/10.15578/jsekp.v8i2.5667
Ariutama, I. G. A., Saputra, A. H., Muis, M. A., & Nugroho, A. (2022). The impact of fiscal stimulus on agriculture sector in Bali: Interregional input-output analysis. Jurnal Manajemen Keuangan Publik, 6(2), 152–167.
Ariwibowo, G. A. (2018). Aktivitas ekonomi dan perdagangan di Keresidenan Lampung pada periode 1856 hingga 1930. Patanjala, 10(2).
Aryati, A., Junaidi, J., & Putra, R. A. (2023). Financial development and economic growth: Evidence from Indonesia before and after the COVID-19 pandemic. Economy of Regions, 19(4), 1263–1274. https://doi.org/10.17059/ekon.reg.2023-4-23
Astuty, P. (2023). The effect of continuing business in the Indonesian retail sector on labor absorption. JABE (Journal of Applied Business and Economic), 10(1), 94. https://doi.org/10.30998/jabe.v10i1.19622
Badan Pusat Statistik. (2023). Produk domestik regional bruto Kota Pangkalpinang menurut pengeluaran 2018–2022.
Baker, P., Foster-McGregor, N., Johannes, K., Leitner, S. M., Schricker, J., Stehrer, R., Strobel, T., Vermeulen, J., Vieweg, H.-G., & Yagafarova, A. (2015). The relation between industry and services in terms of productivity and value creation (Number 404). The Vienna Institute for International Economic Studies (wiiw). https://hdl.handle.net/10419/204176
Bartóková, Ľ. (2019). The position of agriculture and food sector in V4 countries. Agris On-Line Papers in Economics and Informatics, 11(3), 13–22. https://doi.org/10.7160/aol.2019.110302
Batool, B., Shafi, S., Rahman, A., Javed, S., & Taj, M. (2024). The causal nexus between financial development and manufacturing sector: Empirical study for Pakistan. Bulletin of Business and Economics (BBE), 13(3), 109–114. https://doi.org/10.61506/01.00453
Bech, M., Christiansen, T., & Gyrd-Hansen, D. (2006). Handling Value Added Tax (VAT) in economic evaluations. Applied Health Economics and Health Policy, 5(4), 209–213. https://doi.org/10.2165/00148365-200605040-00003
Ben, S. O. (2019). Significance of road infrastructure on economic sustainability. American International Journal of Multidisciplinary Scientific Research, 5(4), 1–9. https://doi.org/10.46281/aijmsr.v5i4.405
Bhattarai, P. C., Parajuli, M. N., Gautam, S., Paudel, P. K., Bhurtel, A., & Sharma, A. (2025). Education–work transition: skill gaps in the construction industry. Frontiers in Built Environment, 11. https://doi.org/10.3389/fbuil.2025.1623609
Bhusal, B. (2024). Multiplier effect of investment in Nepalese economy. Nepalese Journal of Management Research, 4, 60–64.
Bjerkholt, O. (2016). Wassily Leontief and the discovery of the input-output approach (18). https://doi.org/10.2139/ssrn.2884686
Boero, R., Edwards, B. K., & Rivera, M. K. (2018). Regional input–output tables and trade flows: an integrated and interregional non-survey approach. Regional Studies, 52(2), 225–238. https://doi.org/10.1080/00343404.2017.1286009
Brodny, J., & Tutak, M. (2019). Analysing the utilisation effectiveness of mining machines using independent data acquisition systems: A case study. Energies, 12(13), 2505. https://doi.org/10.3390/en12132505
Broos, E., Dachs, B., Dünser, M., Hanzl-Weiss, D., Mertens, K., Schartinger, D., Stehrer, R., & Vanoeteren, V. (2016). EU wholesale trade: Analysis of the sector and value chains. https://wiiw.ac.at/eu-wholesale-trade-analysis-of-the-sector-and-value-chains-dlp-4101.pdf
Bunsen, J., & Finkbeiner, M. (2022). An introductory review of input-output analysis in sustainability sciences including potential implications of aggregation. Sustainability, 15(1), 46. https://doi.org/10.3390/su15010046
Cateia, J. V., & Savard, L. (2025). On the Economic Impacts of Investment in Road Construction and Maintenance: New Applied CGE Analysis for Guinea‐Bissau. Review of Development Economics, 29(4), 2157–2180. https://doi.org/10.1111/rode.13210
Chaurey, R., & Le, D. T. (2022). Infrastructure maintenance and rural economic activity: Evidence from India. Journal of Public Economics, 214, 104725. https://doi.org/10.1016/j.jpubeco.2022.104725
Chen, Y., Cowling, P., Polack, F., Remde, S., & Mourdjis, P. (2017). Dynamic optimisation of preventative and corrective maintenance schedules for a large scale urban drainage system. European Journal of Operational Research, 257(2), 494–510. https://doi.org/10.1016/j.ejor.2016.07.027
Dai, Z., Niu, Y., Zhang, H., & Niu, X. (2022). Impact of the transforming and upgrading of China’s labor-intensive manufacturing industry on the labor market. Sustainability, 14(21), 13750. https://doi.org/10.3390/su142113750
Dalimunthe, Z., & Hasri, D. A. (2023). Analisis multiplier effect investasi dan pengeluaran pemerintah terhadap produk domestik regional bruto Provinsi Nusa Tenggara Barat tahun 2016-2020. Nusantara Journal of Economics, 5(1), 21–28.
Di Noia, J., Caiani, A., Cesarini, L., Arosio, M., & Monteleone, B. (2025). A high resolution input–output model to assess the economic impact of floods. Journal of Economic Behavior & Organization, 230, 106896. https://doi.org/10.1016/j.jebo.2025.106896
Dimitriou, D. J. (2017). Deterministic modelling to estimate economic impact from implementation and management of large infrastructure. International Journal of Industrial and Systems Engineering, 11, 2754–2759. https://api.semanticscholar.org/CorpusID:53648752
Direktorat Jenderal Bina Marga. (2022, April 16). Preservasi Jalan Lintas Timur Sumatera skema KPBU tingkatkan kenyamanan dan keselamatan jalur mudik Palembang–Jambi. Direktorat Jenderal Bina Marga Kementerian Pekerjaan Umum. https://binamarga.pu.go.id/index.php/berita/preservasi-jalan-lintas-timur-sumatera-skema-kpbu-tingkatkan-kenyamanan-dan-keselamatan-jalur-mudik-palembang-jambi
Dutta, S. (2024). Linkages between financial sector and real economy: An empirical analysis on Indian context. International Journal of Multidisciplinary Trends, 6(3), 11–15. https://doi.org/10.22271/multi.2024.v6.i3a.387
Dwiatmoko, H., Hidayat, A. K., Supriyatno, D., Mudjanarko, S. W., & Ramli, M. I. (2020). The influence of railway development on the indonesian national economy: an input-output approach. IOP Conference Series: Earth and Environmental Science, 419(1), 012104. https://doi.org/10.1088/1755-1315/419/1/012104
Economic Research Institute for ASEAN and East Asia. (2023). Infrastructure for inclusive economic development volume 1: Lessons learnt from Indonesia (S. M. Indrawati, T. Anas, C. F. Ananda, & F. Zen, Eds.; Vol. 1). Economic Research Institute for ASEAN and East Asia. https://media.kemenkeu.go.id/getmedia/941f8026-d225-49a1-a297-896e476ab918/Infra_for_Inclusive_Eco_Dev_vol_1-Lessons_Learnt_from_Indonesia.pdf
Eriksson, P. E. (2019). Reactive Problem Solving and Proactive Development in Infrastructure Projects. Current Trends in Civil & Structural Engineering, 3(2). https://doi.org/10.33552/CTCSE.2019.03.000558
Evangelista, R., Lucchese, M., & Meliciani, V. (2015). Business services and the export performances of manufacturing industries. Journal of Evolutionary Economics, 25(5), 959–981. https://doi.org/10.1007/s00191-015-0400-1
Akomolehin, O. F., F. Olusegun, I., J Famoroti, O., I. Kareem, J., & T. Ogundele, A. (2025). Infrastructure Development and Labor Market Efficiency: A Sectoral Analysis of Transport and Energy Investments in West Africa (2010–2025). International Journal of Innovative Science and Research Technology, 2052–2070. https://doi.org/10.38124/ijisrt/25aug1152
Fabian, R. A. (2025). Economic interdependencies and sectoral impacts: An input-output analysis of the Norwegian fisheries and aquaculture sector amidst COVID-19. Fisheries Research, 281, 107247. https://doi.org/10.1016/j.fishres.2024.107247
Frank, A. G. (1960). Built in destabilization: A. O. Hirschman’s strategy of economic development. Economic Development and Cultural Change, 8(4), 433–440. http://www.jstor.org/stable/1151723
Gao, W., Wei, S., Geng, C., He, J., Li, X., & Liu, S. (2024). The role of the real estate sector in the economy: Cross-national disparities and their determinants. Sustainability, 16(17), 7697. https://doi.org/10.3390/su16177697
Gertler, P. J., Gonzalez-Navarro, M., Gračner, T., & Rothenberg, A. D. (2024). Road maintenance and local economic development: Evidence from Indonesia’s highways. Journal of Urban Economics, 143, 103687. https://doi.org/10.1016/j.jue.2024.103687
Ghisellini, P., Passaro, R., & Ulgiati, S. (2021). Revisiting Keynes in the light of the transition to circular economy. Circular Economy and Sustainability, 1(1), 143–171. https://doi.org/10.1007/s43615-021-00016-1
Giannakisa, E., & Mamuneas, T. P. (2022). Sectoral demand-driven and supply-driven input-output multipliers in Cyprus. Cyprus Economic Policy Review, 16(1), 1–10. https://www.brief.com.cy/sites/default/files/2022-11/E.Giannakis_and_Th.P.Mamuneas_01-2022_0.pdf
Govender, D. (2019). Delivering on infrastructure maintenance for socio-economic growth: Exploration of South African infrastructure for a sustained maintenance strategy. 495–506. https://doi.org/10.2495/SC190431
Grodzicki, T., & Jankiewicz, M. (2024). Building resilient infrastructure, supporting sustainable industrialization, and fostering innovation (SDG 9) in selected European countries: spatial and taxonomic analysis. Bulletin of Geography. Socio-Economic Series, (65), 85–97. https://doi.org/10.12775/bgss-2024-0025
Gül, Z. B. (2017). Construction industry in Turkey: an input-output analysis using the world input-output database (wiod) for the 2002-2011 periods. Atatürk Üniversitesi İktisadi ve İdari Bilimler Dergisi, 31(1), 157–174.
Hirschman, A. O. . (1958). The strategy of economic development. Yale University Press.
Huang, Y., Khan, J., Girardin, E., & Shad, U. (2021). The role of the real estate sector in the structural dynamics of the Chinese economy: An input–output analysis. China & World Economy, 29(1), 61–86. https://doi.org/10.1111/cwe.12363
Huang, Z., He, C., & Li, H. (2019). Local government intervention, firm–government connection, and industrial land expansion in China. Journal of Urban Affairs, 41(2), 206–222. https://doi.org/10.1080/07352166.2017.1360733
Jatayu, A., Zahara, S., Syafitri, R. A. W. D., Dafadhilah, S., Roosyanindhita, D. R., Sidiq, M. I., & Priambodo, M. S. (2024). Measuring levels of infrastructure development and its impact on regional growth - insights from Indonesia. IOP Conference Series: Earth and Environmental Science, 1353(1), 012011. https://doi.org/10.1088/1755-1315/1353/1/012011
Jiang, X., Caraballo‐Cueto, J., & Nguyen, C. (2020). Balanced versus unbalanced growth: Revisiting the forgotten debate with new empirics. Review of Development Economics, 24(4), 1430–1446. https://doi.org/10.1111/rode.12688
Johansson, B., & Klaesson, J. (2024). Business services in regional economies: exploring the co-evolution of supply, demand, and sectoral interactions. The Annals of Regional Science, 73(4), 1497–1516. https://doi.org/10.1007/s00168-024-01321-x
Junari, T., Rustiadi, E., & Mulatsih, S. (2020). Identifikasi sektor industri pengolahan unggulan Provinsi Jawa Timur (analisis input-output). TATALOKA, 22(3), 308–320. https://doi.org/10.14710/tataloka.22.3.308-320
Karnoto, S. Bin, Setiawan, W., Fauzi, H., Anggunani, R., & Rafikalif, D. (2024). Connectivity infrastructure and Central Java’s economics performance. Journal of Business and Information Systems (e-ISSN: 2685-2543), 6(1), 154–169. https://doi.org/10.36067/jbis.v6i1.238
Kazan, G., Uzun Kocamış, T., & Türüdüoğlu Öker, F. (2025). SDG 9-industry, innovation and infrastructure: A review on companies in the BIST sustainability index. Journal of Governance and Regulation, 14(1, special issue), 307–317. https://doi.org/10.22495/jgrv14i1siart7
Kazekami, S. (2024). Linkage, sectoral productivity, and employment spread. Structural Change and Economic Dynamics, 69, 108–123. https://doi.org/10.1016/j.strueco.2023.12.004
Ke, Y., Losada-Rojas, L. L., Chacon-Hurtado, D., Khair, S., Gkritza, K., & Fricker, J. D. (2019). Economic Development Impact of Preservation Projects. https://doi.org/10.5703/1288284316882
Keček, D., Predrag, B., & and Buntak, K. (2022). Economic effects of transport sectors on Croatian economy: An input–output approach. Economic Research-Ekonomska Istraživanja, 35(1), 2023–2038. https://doi.org/10.1080/1331677X.2021.1931908
Kementerian Pekerjaan Umum. (2021, February 23). Financial close KPBU AP Jalintim Sumsel dan Riau: Tingkatkan kualitas jalan non-tol tanpa beban APBN. Kementerian Pekerjaan Umum. https://pu.go.id/berita/financial-close-kpbu-ap-jalintim-sumsel-dan-riau-tingkatkan-kualitas-jalan-non-tol-tanpa-bebani-apbn
Khanani, R. S., Adugbila, E. J., Martinez, J. A., & Pfeffer, K. (2021). The impact of road infrastructure development projects on local communities in peri-urban areas: The case of Kisumu, Kenya and Accra, Ghana. International Journal of Community Well-Being, 4(1), 33–53. https://doi.org/10.1007/s42413-020-00077-4
Khoiro, F. U. (2019). Dampak pembangunan Jalan Tol “SUMO” terhadap perekonomian Jawa Timur: Analisis model input-output Jawa Timur. Journal of Economics Development Issues, 2(01), 38–47. https://doi.org/10.33005/jedi.v2i01.25
Kim, B.-J., Hyun, M.-K., & Yoo, S.-H. (2024). Economic effects of the hydrogen fuel cell sector in South Korea: An input-output analysis. International Journal of Hydrogen Energy, 68, 955–969. https://doi.org/10.1016/j.ijhydene.2024.04.267
Kucera, D., & Jiang, X. (2019). Structural transformation in emerging economies: leading sectors and the balanced growth hypothesis. Oxford Development Studies, 47(2), 188–204. https://doi.org/10.1080/13600818.2018.1533934
Küfeoğlu, S. (2022). Emerging technologies. Springer International Publishing. https://doi.org/10.1007/978-3-031-07127-0
Lamonica, G. R., Recchioni, M. C., Chelli, F. M., & Salvati, L. (2020). The efficiency of the cross-entropy method when estimating the technical coefficients of input–output tables. Spatial Economic Analysis, 15(1), 62–91. https://doi.org/10.1080/17421772.2019.1615634
Lapidus, A., Topchiy, D., Kuzmina, T., & Shevchenko, I. (2023). A new direction of professional activity of consulting engineers in the construction industry. Buildings, 13(7), 1674. https://doi.org/10.3390/buildings13071674
Lebar, R., & Veljković, B. (2023). Impacts of information and communication technology on professional and personal life and employee satisfaction. Economic Themes, 61(4), 567–584. https://doi.org/10.2478/ethemes-2023-0029
Listikarini, D., & Harlan, E. (2024). The impact of Yogyakarta International Airport (YIA) development on the economy in the Special Region of Yogyakarta: Input-output analysis. EKO-REGIONAL: Jurnal Pembangunan Ekonomi Wilayah, 19(2), 152–164.
Liu, C., & He, S. (2016). Input–output structures of the Australian construction industry. Construction Economics and Building, 16(2), 56–70. https://doi.org/10.5130/AJCEB.v16i2.4819
Liu, X., Mattoo, A., Wang, Z., & Wei, S.-J. (2020). Services development and comparative advantage in manufacturing. Journal of Development Economics, 144, 102438. https://doi.org/10.1016/j.jdeveco.2019.102438
Magacho, G. R., Marconi, N., & Rocha, I. (2019). Leading sectors and structural dynamics: an input-output analysis contrasting the BRICs growth paths. Brazilian Keynesian Review, 4(2), 195. https://doi.org/10.33834/bkr.v4i2.127
Mankiw, N. G. (2016). Macroeconomics (L. Kinne, Ed.; Ninth Edition). Worth Publishers.
Marconi, N., Rocha, I. L., & Magacho, G. R. (2016). Sectoral capabilities and productive structure: An input-output analysis of the key sectors of the Brazilian economy. Revista de Economia Política, 36(3), 470–492. https://doi.org/10.1590/0101-31572016v36n03a02
Mars, Z. P. P., & Sugiyanto, F. (2024). The multiplier effect of portfolio investment on economic growth in Indonesia: A case for the manufacturing and financial sectors 2010–2020. Diponegoro Journal of Economics, 13(4), 69–80. https://doi.org/10.14710/djoe.45479
Matusche, A. (2025). The short-run employment effects of public infrastructure investment. European Economic Review, 177, 105046. https://doi.org/10.1016/j.euroecorev.2025.105046
Maulida, S. M., Abdullah, M., & Aden, A. M. (2024). Environmental impact of road maintenance projects in Aceh: A case study. Journal of Sustainable Civil Engineering Insights , 1(1).
Mehra, S. (2025). Agrarian institutions and intersectoral linkages in India: Implications for the economic well-being of agricultural households. Asian Development Review, 1–38. https://doi.org/10.1142/S0116110525500118
Meirizal, M. S., Sinaga, D. L., Tinambunan, F. U., Saragi, S. L., & Sitio, V. (2024). Teori ekonomi Keynesian mengenai inflasi dan pengaruhnya terhadap ekonomi modern. Innovative: Journal Of Social Science Research, 4(2), 2433–2445. https://doi.org/https://doi.org/10.31004/innovative.v4i2.9754
Miller, R. E., & Blair, P. D. (2009). Input-output analysis: Foundations and extensions (Second Edition). Cambridge University Press.
Miroudot, S. (2019). Services and manufacturing in global value chains: Is the distinction obsolete? SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3374789
Möller, J., & Zierer, M. (2018). Autobahns and jobs: A regional study using historical instrumental variables. Journal of Urban Economics, 103, 18–33. https://doi.org/10.1016/j.jue.2017.10.002
Mona, E., & Ehab, M. (2015). Construction supply chain, inter-sectoral linkages and contribution to economic growth: The case of Egypt (184). https://eces.org.eg/wp-content/uploads/2023/04/W-P-184-En.pdf
Mroszczyk, J. W. (2008). Wholesale and retail trade sector. Journal of Safety Research, 39(2), 199–201. https://doi.org/10.1016/j.jsr.2008.02.001
Muchdie, M., & Imansyah, M. H. (2020). Inter-sector and inter-country linkages in indonesian economy: World input-output Analysis. Jurnal Ekonomi Pembangunan: Kajian Masalah Ekonomi Dan Pembangunan, 20(2), 232–245. https://doi.org/10.23917/jep.v20i2.9057
Mwakatobe, B. F., Kuotcha, W., Ngoma, I., & Zulu, S. (2023). Importance of proactive road maintenance over reactive road maintenance in developing countries: A case of Malawi. In Smart and Resilient Infrastructure For Emerging Economies: Perspectives on Building Better (pp. 143–151). CRC Press. https://doi.org/10.1201/9781003435648-17
Nasriyah, N., & Aji, M. M. S. (2022). Dampak investasi pembangunan PLTA Batang Toru terhadap potensi pemulihan ekonomi Indonesia: Analisis interregional input-output. Jurnal Imliah Parameter Media Pemerhati Dan Peminat Statistika, Ekonomi Dan Sosial, 7(14), 64–75.
Ojaleye, D., & Narayanan, B. (2022). Identification of key sectors in Nigeria: Evidence of backward and forward linkages from input-output analysis. SocioEconomic Challenges, 6(1), 41–62.
Pashya, M. H., Silvanah, & Faradila, M. (2025). Indonesia’s infrastructure gap: How Singapore and China assisting Indonesia’s economic development in the Joko Widodo era. Journal of World Trade Studies, 8(2), 31–45.
Pauliukevičienė, G., Stankevičienė, J., & Binh, D. (2025). Strategic insights: evaluating SDG 4, SDG 8, SDG 9 and SDG 16 in driving sustainable growth in the global FinTech landscape. Review of International Business and Strategy, 35(1), 27–46. https://doi.org/10.1108/RIBS-02-2024-0019
Pensieroso, L., & Restout, R. (2018). The gold standard and the Great Depression: A dynamic general equilibrium model. sites.uclouvain.be. https://sites.uclouvain.be/econ/DP/IRES/2018016(2).pdf
Pimenova, A., Kuzmina, S., Morozova, N., & Mottaeva, A. (2016). The functional model approach to the consulting for vertically integrated construction group. MATEC Web of Conferences, 73, 07018. https://doi.org/10.1051/matecconf/20167307018
Pomberger, R., Altendorfer, M., & Gelbmann, U.-M. (2021). Employment effects of different municipal waste treatment systems based on data from Austria. Detritus, (15), 136–151. https://doi.org/10.31025/2611-4135/2021.15090
Prayoga, D. Y., Herman, H., Farida, I., Fathir, M., & Lawalata, G. M. (2023). Prioritas pemeliharaan jalan kabupaten berdasarkan ketersediaan alokasi anggaran. Jurnal Konstruksi, 21(2), 281–288. https://doi.org/10.33364/konstruksi/v.21-2.1550
Purnomo, B. (2024). Analisis input-output 2016 nasional: Dampak ekonomi atas pembangunan infrastruktur di Indonesia. Jurnal Ilmu Sosial, Manajemen, Dan Akuntansi (JISMA), 3(3), 1375–1382.
Purwanto. (2025). Peran investor asing dalam sektor jasa konstruksi di Indonesia. Jurnal Ekonomi Dan Pembangunan, 18(1), 49–66.
Putri, R. A., & Firdaus, I. P. (2025). Dampak pengoperasian Jalan Tol Trans Sumatra (JTTS) terhadap dinamika pertumbuhan ekonomi Pulau Sumatra. Jurnal Jalan Jembatan, 42(1). https://doi.org/10.58499/jatan.v42i1.1347
Radebach, A., Steckel, J. C., & Ward, H. (2016). Patterns of sectoral structural change: Empirical evidence from similarity networks. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2771653
Rafiqah, I. W., Darsono, D., & Sutrisno, J. (2018). Daya penyebaran dan derajat kepekaan sektor pertanian dalam pembangunan ekonomi di Provinsi Jawa Tengah. AGRARIS: Journal of Agribusiness and Rural Development Research, 4(1). https://doi.org/10.18196/agr.4160
Rai, S. M., Brown, B. D., & Ruwanpura, K. N. (2019). SDG 8: Decent work and economic growth – A gendered analysis. World Development, 113, 368–380. https://doi.org/10.1016/j.worlddev.2018.09.006
Ray, D., & Ing, L. Y. (2016). Addressing Indonesia’s infrastructure deficit. Bulletin of Indonesian Economic Studies, 52(1), 1–25. https://doi.org/10.1080/00074918.2016.1162266
Rijal, S., S, M., & Iwang, B. (2023). Analysis of the effect of infrastructure investment on economic growth in Indonesia: Linear regression model approach. International Journal of Business, Law, and Education, 4(2), 1282–1294. https://doi.org/10.56442/ijble.v4i2.319
Rodousakis, N., & Soklis, G. (2024). An “extended method” for measuring intersectoral linkages: The case of the Greek tourism sector. Structural Change and Economic Dynamics, 70, 594–606. https://doi.org/https://doi.org/10.1016/j.strueco.2024.05.018
Rodrigue, J.-P. (2020). The geography of transport systems (fifth). Routledge. https://doi.org/10.4324/9780429346323
Sabila, G. A., Suharto, U. S., Syaifudin, R., & Ginanjar, R. A. F. (2024). Dampak pembangunan Bendungan Bener pada perekonomian Provinsi Jawa Tengah: Pendekatan analisis input-output. Jurnal Bina Bangsa Ekonomika, 18(1), 311–331.
Said, Z., & Alhares, A. (2021). Addressing Mismatch between TVET Programs and Skill Needs in the Finance and Banking Sector – A Case Study from Qatar. International Journal of Research in Education and Science, 7(4), 1023–1041. https://doi.org/10.46328/ijres.2479
Sajid, M. J., Yu, Z., & Rehman, S. A. (2022). The coal, petroleum, and gas embedded in the sectoral demand-and-supply chain: Evidence from China. Sustainability, 14(3), 1888. https://doi.org/10.3390/su14031888
Saka, N., & Arowoiya, V. (2023). An assessment of the linkages between the construction and other sectors of the Nigerian economy. Journal of Financial Management of Property and Construction, 28(3), 351–373. https://doi.org/10.1108/JFMPC-01-2022-0005
Saliminezhad, A., & Lisaniler, F. G. (2018). Validity of unbalanced growth theory and sectoral investment priorities in Indonesia: Application of feature ranking methods. The Journal of International Trade & Economic Development, 27(5), 521–540. https://doi.org/10.1080/09638199.2017.1398270
Saltari, E., Wymer, C. R., & Federici, D. (2013). The impact of ICT and business services on the Italian economy. Structural Change and Economic Dynamics, 25, 110–118. https://doi.org/10.1016/j.strueco.2012.07.004
Savic, M. (2016). What role for knowledge-intensive business services (KIBS) in de-industrialized regions? Regional Studies, Regional Science, 3(1), 445–454. https://doi.org/10.1080/21681376.2016.1243455
Shibani, A., Hasan, D., Saaifan, J., Sabboubeh, H., Eltaip, M., Saidani, M., & Gherbal, N. (2024). Financial risk management in the construction projects. Journal of King Saud University - Engineering Sciences, 36(8), 552–561. https://doi.org/10.1016/j.jksues.2022.05.001
Su, D., & Yao, Y. (2016). Manufacturing as the key engine of economic growth for middle-income economies (573).
Sunaryono, S. (2022). Kontribusi dan peluang fintech lending syariah di Indonesia. Jurnal Ekonomi STIEP, 7(2), 83–96. https://doi.org/10.54526/jes.v7i2.110
Suryaatmaja, N. A. A., Ramadhan Jamil, I., & Sintia Putri, A. (2023). Determining leading industries in optimizing downstream potential of North Sumatra Province: An input-output approach. Jurnal Ekonomi Pembangunan, 21(01), 69–84. https://doi.org/10.22219/jep.v21i01.25631
Swasito, A., & Aribawa, A. (2021). Examining linkage for national economic policy development. European Journal of Management Issues, 29(1), 47–55. https://doi.org/10.15421/192105
Takasago, M., Ferreira, V. de A. N., & Oliveira, J. M. de. (2024). The importance of the electric sector: a national and regional input-output analysis. Revista Economia Ensaios, 39(2). https://doi.org/10.14393/REE-v39n2a2024-67578
Tan, X., Yuan, Z., & Wang, Y. (2023). Financial leasing, factor circulation and supply chain competitiveness: taking equipment manufacturing enterprises as an example. International Journal of Logistics Research and Applications, 26(10), 1408–1433. https://doi.org/10.1080/13675567.2022.2066641
Tanjung, R. P., Purwoko, A., & Lubis, R. A. (2023). The impact of road infrastructure on regional development in South Labuhanbatu Regency, North Sumatra Province, Indonesia. IOP Conference Series: Earth and Environmental Science, 1188(1), 012022. https://doi.org/10.1088/1755-1315/1188/1/012022
Tarassyta, A., & Auwalin, I. (2024). The effect of Balikpapan–Samarinda toll road construction with a PPP scheme on the formation of economic structure in East Kalimantan. Jurnal Ilmu Ekonomi Terapan, 9(1), 51–63.
Tariyal, P. (2017). A study on intersectoral linkages in Indian economy. Arthshastra Indian Journal of Economics & Research, 6(1), 23–34.
Temursho, U., Oosterhaven, J., & Cardenete, M. A. (2021). A multi-regional generalized RAS updating technique. Spatial Economic Analysis, 16(3), 271–286. https://doi.org/10.1080/17421772.2020.1825782
Temursho, Umed., Cardenete, M. Alejandro., Wójtowicz, Krzysztof., Rey Los Santos, Luis., Weitzel, Matthias., Vandyck, Toon., & Saveyn, Bert. (2020). Projecting input-output tables for model baselines. Publications Office of the European Union. https://doi.org/10.2760/5343
Thacker, S., Adshead, D., Fay, M., Hallegatte, S., Harvey, M., Meller, H., O’Regan, N., Rozenberg, J., Watkins, G., & Hall, J. W. (2019). Infrastructure for sustainable development. Nature Sustainability, 2(4), 324–331. https://doi.org/10.1038/s41893-019-0256-8
Thiessen, P., Collins, J., Buckland, T., & Abbell, R. (2017). Valuing the wider benefits of road maintenance funding. Transportation Research Procedia, 26, 156–165. https://doi.org/10.1016/j.trpro.2017.07.016
Tian, Z., Hu, A., & Lin, Y. (2023). Does proximity to expressways improve manufacturing productivity? Evidence from Chinese firms. The Journal of Development Studies, 59(12), 1867–1884. https://doi.org/10.1080/00220388.2023.2244639
Torój, A. (2025). (Inter)regional Input-Output Table Estimation: from Surveys to Spatial Econometrics. Central European Journal of Economic Modelling and Econometrics, 285–322. https://doi.org/10.24425/cejeme.2024.153643
Trinh, B., Phong, N. V., & Quoc, B. (2018). The RAS Method with Random Fixed Points. Journal of Economics and Business, 1(4). https://doi.org/10.31014/aior.1992.01.04.57
Uku, S., & Shehu, E. (2024). Theoretical background of input-output analysis and its application in Albania. European Scientific Journal, ESJ, 20(16), 161. https://doi.org/10.19044/esj.2024.v20n16p161
Usman, T. (2020). Pengaruh pembangunan Jalan Layang Tol Jakarta–Cikampek II terhadap pembentukan struktur perekonomian Jawa Barat. AKSES: Jurnal Ekonomi Dan Bisnis, 15(2), 60–71.
Välilä, T. (2024). Fiscal sustainability and the composition of government investment: The case of investment in road infrastructure. Transport Policy, 145, 105–125. https://doi.org/10.1016/j.tranpol.2023.10.001
Van Neuss, L. (2019). The drivers of structural change. Journal of Economic Surveys, 33(1), 309–349. https://doi.org/10.1111/joes.12266
Weldegiorgis, F. S., Dietsche, E., & Ahmad, S. (2023). Inter-sectoral economic linkages in the mining industries of Botswana and Tanzania: Analysis using partial hypothetical extraction method. Resources, 12(7), 78. https://doi.org/10.3390/resources12070078
Wessel, T. (2022). Business services, income inequality, and income segregation in metropolitan areas: Direct and indirect links. Economic Geography, 98(5), 464–486. https://doi.org/10.1080/00130095.2022.2074831
Wójcik, D. (2020). Financial and business services. In The Routledge Handbook of Financial Geography (pp. 25–55). Routledge. https://doi.org/10.4324/9781351119061-3
World Bank. (2024). Implementation completion and results report on a loan in the amount of SDR 227 million (US$ 300 million equivalent) to the Republic of Indonesia for the Indonesia Infrastructure Finance Facility. https://documents1.worldbank.org/curated/en/361681490865386287/pdf/Indonesia-Infrastructure-Financing-Facility-Project.pdf
Xu, M., & Liang, S. (2019). Input–output networks offer new insights of economic structure. Physica A: Statistical Mechanics and Its Applications, 527, 121178. https://doi.org/https://doi.org/10.1016/j.physa.2019.121178
Yang, X., Wen, S., Zhao, X., & Huang, C. (2020). Systemic importance of financial institutions: A complex network perspective. Physica A: Statistical Mechanics and Its Applications, 545, 123448. https://doi.org/10.1016/j.physa.2019.123448
Yen, S. H., Ong, W. L., & Ooi, K. P. (2015). Income and employment multiplier effects of the Malaysian higher education sector. Margin: The Journal of Applied Economic Research, 9(1), 61–91. https://doi.org/10.1177/0973801014557391
Yotopoulos, P. A., & Lau, L. J. (1970). A test for balanced and unbalanced growth. The Review of Economics and Statistics, 52(4), 376. https://doi.org/10.2307/1926314
Yu, H. (2017). Motivation behind China’s ‘One Belt, One Road’ initiatives and establishment of the Asian Infrastructure Investment Bank. Journal of Contemporary China, 26(105), 353–368. https://doi.org/10.1080/10670564.2016.1245894
Yuan, D., Du, J., & Chang, J. (2024). Does transport infrastructure development inhibit firm-level employment fluctuations? Evidence from national expressway construction in China. Economic Analysis and Policy, 84, 610–627. https://doi.org/10.1016/j.eap.2024.09.011
Yusa, I. G. P. D. (2021). Analisis input-output COVID-19: Mengukur dampak ekonomi kebijakan penanganan pandemi COVID-19 di Indonesia. Seminar Nasional Official Statistics, 2021(1), 465–472. https://doi.org/10.34123/semnasoffstat.v2021i1.911
Zahra, K., Riris Hotma Roito Manalu, Rana Nabillah, & Putri Kemala Dewi. (2024). Analisis dampak pembangunan infrastruktur jalan terhadap pertumbuhan ekonomi Kecamatan Medan Tembung. El-Mal: Jurnal Kajian Ekonomi & Bisnis Islam, 5(3), 1857–1866. https://doi.org/10.47467/elmal.v5i3.1070
Zhang, Y., Gu, J., Shan, M., Xiao, Y., & Darko, A. (2018). Investigating private sectors’ behavioral intention to participate in PPP projects: An empirical examination based on the theory of planned behavior. Sustainability, 10(8), 2692. https://doi.org/10.3390/su10082692
Zhao, B., & Ding, Y. (2024). Multiplier effects of transport sectors in China’s national economy: An input–output approach. Research in Transportation Business & Management, 53, 101109. https://doi.org/https://doi.org/10.1016/j.rtbm.2024.101109
Zheng, C. (2018). Research on the relationship between financial insurance and the real economy development. Proceedings of the 2018 International Symposium on Humanities and Social Sciences, Management and Education Engineering (HSSMEE 2018). https://doi.org/10.2991/hssmee-18.2018.38
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