Relative Efficiency of Education, Health, and Infrastructure Spending in Southeast Sulawesi (2018–2022): A Data Envelopment Analysis Approach

Authors

  • Siti Hajarana Universitas Brawijaya
  • Muhammad Tojibussabirin Universitas Brawijaya
  • Yeney Widya Prihatiningtias Universitas Brawijaya

DOI:

https://doi.org/10.61987/bamj.v3i1.508

Keywords:

Government Spending Efficiency, Data Envelopment Analysis, Regional Economic Growth, Public Welfare

Abstract

This study aims to analyze the relative efficiency of education, health, and infrastructure spending in Southeast Sulawesi Province. During the 2018–2022 period, the province experienced relatively strong economic growth along with increased public spending, but gaps in outcomes and sectoral performance between districts remained evident. This study employed a quantitative approach using Data Envelopment Analysis (DEA) with an input-output orientation. A balanced panel dataset of 17 districts/cities observed over five years (85 Decision-Making Units) was analyzed to measure the relative efficiency of education, health, and infrastructure spending. The results indicate that the average efficiency of education (0.97) and health (0.98) spending is higher than that of infrastructure (0.79). Urban areas and optimally planned areas exhibit full efficiency (score 1.00), while remote areas experience relatively suboptimal efficiency levels. Some districts consistently achieve full efficiency, indicating effective resource allocation and service delivery. Conversely, geographically remote areas exhibit inefficiencies due to the uneven distribution of teachers, health workers, and infrastructure quality. These findings suggest that high levels of spending do not automatically guarantee optimal welfare outcomes. This study contributes by providing a subnational efficiency assessment using DEA and offering policy recommendations focused on targeted allocation, cross-sector integration, and performance-based budgeting.

References

Abid, M. Y., Batool, I., & Amjad, M. A. (2024). Role of Industrial Growth on Economic Development: A Comparative Analysis of Developed and Developing Countries. The Critical Review of Social Sciences Studies, 2(2), 256–275. https://doi.org/10.59075/zvecp766

Adebayo, T. S., & Samour, A. (2024). Renewable Energy, Fiscal Policy and Load Capacity Factor in BRICS Countries: Novel Findings from Panel Nonlinear ARDL Model. Environment, Development and Sustainability, 26(2), 4365–4389. https://doi.org/10.1007/s10668-022-02888-1

Agu, J. C., N, N., & Eneiga. (2024). Governance and Anti-Corruption Measures in Nigeria: Strategies for Enhancing Transparency, Accountability and Public Trust. International Journal of Economics and Public Policy | IJEPP, 8(1), 1–15.

AlQahtany, A. M. (2022). Government Regulation and Financial Support on Housing Delivery: Lessons Learned from the Saudi Experience. International Journal of Housing Markets and Analysis, 15(3), 613–631. https://doi.org/10.1108/IJHMA-03-2021-0036

Anto, L. O., & Yusran, I. N. (2023). Determinants of the Quality of Financial Reports. International Journal of Professional Business Review, 8(3), 11. https://doi.org/10.26668/businessreview/2023.v8i3.1331

Aritenang, A. F., & Chandramidi, A. N. (2023). The Spatial Effects of Fiscal Decentralization on Regional Convergence: The Case of Regions in Indonesia. GeoJournal, 88(2), 2011–2030. https://doi.org/10.1007/s10708-022-10724-2

Azam, M., & Bouckaert, G. (2025). Performance-based Budgeting Reform and Evolution of Performance Information Quality: Empirical Analysis of Indonesia. Journal of Public Budgeting, Accounting and Financial Management, 37(1), 25–47. https://doi.org/10.1108/JPBAFM-12-2023-0223

Azam, W., Khan, I., & Ali, S. A. (2023). Alternative Energy and Natural Resources in Determining Environmental Sustainability: a Look at The Role of Government Final Consumption Expenditures in France. Environmental Science and Pollution Research, 30(1), 1949–1965. https://doi.org/10.1007/s11356-022-22334-z

Azizah, S. N. (2022). the Regulation of Halal Label in Non-Packaged Fast-Food Products in Indonesia Online Business. Malaysian Journal of Syariah and Law, 10(1), 132–139. https://doi.org/10.33102/mjsl.vol10no1.364

Azmi, U., Us, K. A., & Isma, A. (2023). Study Analysis Of Concepts In Managing Effective And Effective Education Financing Efficient In Islamic Educational Institutions. Ijevss, 02(01), 15–23.

Bag, S., & Pretorius, J. H. C. (2022). Relationships between Industry 4.0, Sustainable Manufacturing and Circular Economy: Proposal of a Research Framework. In International Journal of Organizational Analysis (Vol. 30, Issue 4, pp. 864–898). https://doi.org/10.1108/IJOA-04-2020-2120

Bodó, B., & Janssen, H. (2022). Maintaining Trust in a Technologized Public Sector. Policy and Society, 41(3), 414–429. https://doi.org/10.1093/polsoc/puac019

Challoumis, C. (2024). Integrating Money Cycle Dynamics and Economocracy for Optimal Resource Allocation and Economic Stability. Journal of Risk and Financial Management, 17(9), 422. https://doi.org/10.3390/jrfm17090422

Duckett, L. J. (2021). Quantitative Research Excellence: Study Design and Reliable and Valid Measurement of Variables. Journal of Human Lactation, 37(3), 456–463. https://doi.org/10.1177/08903344211019285

Estep, C., Griffith, E. E., & MacKenzie, N. L. (2024). How do Financial Executives Respond to The Use of Artificial Intelligence in Financial Reporting and Auditing? Review of Accounting Studies, 29(3), 2798–2831. https://doi.org/10.1007/s11142-023-09771-y

Fasya, A. H. Z., Wikurendra, E. A., Syafiuddin, A., & Ibad, M. (2024). Comprehensive Public Place Sanitation Evaluation Based on the Complete Component in Community-Based Total Sanitation. Revista de Gestao Social e Ambiental, 18(5). https://doi.org/10.24857/rgsa.v18n5-081

Fitria, F., Nuriyatman, E., Amir, L., & Sitta Saraya. (2025). Administrative Law and the Efficiency of Local Government Budgeting. As-Siyasi: Journal of Constitutional Law, 5(1), 147–161. https://doi.org/10.24042/as-siyasi.v51.27598

Gałecka, M., Patrzałek, L., Kuropka, I., & Szabela-Pasierbińska, E. (2022). The Fiscal Capacity of Local Government Versus Government Expenditure, and its Impact on Eliminating Inter-Regional Social Inequalities in Poland. Region, 9(1), 51–67. https://doi.org/10.18335/region.v9i1.368

Hung, N. T., & Thanh, S. D. (2022). Fiscal Decentralization, Economic Growth, and Human Development: Empirical evidence. Cogent Economics and Finance, 10(1), 2109279. https://doi.org/10.1080/23322039.2022.2109279

Idrus, A. (2024). Exploring Public Finance Policies: A Qualitative Inquiry into Fiscal Policy Analysis, Government Financial Management, and Public Sector Financial Health. Golden Ratio of Finance Management, 4(2), 87–99. https://doi.org/10.52970/grfm.v4i2.481

Jia, X. (2023). Digital Economy, Factor Allocation, and Sustainable Agricultural Development: The Perspective of Labor and Capital Misallocation. Sustainability (Switzerland), 15(5), 4418. https://doi.org/10.3390/su15054418

Jiang, S., & Chi, Y. (2024). Impact of Budget Performance Management reform on Local Fiscal Relief. International Review of Economics and Finance, 93, 905–918. https://doi.org/10.1016/j.iref.2024.05.036

Lee, J. (2024). Repowerment Beyond Empowerment: Collaborative Accountability of Citizens, Corporations and Civil Servants. International Journal of Public Sector Management, 37(4), 571–592. https://doi.org/10.1108/IJPSM-11-2023-0340

Lewis, B. D. (2023). Indonesia’s New Fiscal Decentralisation Law: A Critical Assessment. Bulletin of Indonesian Economic Studies, 59(1), 1–28. https://doi.org/10.1080/00074918.2023.2180838

Malla, M. H., & Pathranarakul, P. (2022). Fiscal Policy and Income Inequality: The Critical Role of Institutional Capacity. Economies, 10(5), 115. https://doi.org/10.3390/economies10050115

Mboi, N., Rachmawati, T., Nugraheni, W. P., Ali, P. B., & Mokdad, A. H. (2022). The State of Health in Indonesia’s Provinces, 1990–2019: a Systematic Analysis for The Global Burden of Disease Study 2019. The Lancet Global Health, 10(11), e1632–e1645. https://doi.org/10.1016/S2214-109X(22)00371-0

McKee, S., & Gauch, D. (2020). Implications of Industry 4.0 on Skills Development. Education in the Asia-Pacific Region, 55, 279–288. https://doi.org/10.1007/978-981-15-7018-6_34

Medias, F., Rahman, A. A., Susamto, A. A., & Pambuko, Z. B. (2021). A Systematic Literature Review on The Socio-Economic Roles of Waqf: Evidence from Organization of the Islamic Cooperation (OIC) countries. In Journal of Islamic Accounting and Business Research (Vol. 13, Issue 1, pp. 177–193). https://doi.org/10.1108/JIABR-01-2021-0028

Mosca, O., Milani, A., Fornara, F., Manunza, A., Krys, K., & Maricchiolo, F. (2023). Basic Psychological Needs, Good Societal Development and Satisfaction with Life: The Mediating Role of the Environment. Sustainability (Switzerland), 15(18), 13794. https://doi.org/10.3390/su151813794

Musawir, A. U. (2025). Revisiting the Principal–Agent Framework in the Context of Projects: Drawing Parallels with Corporate Governance. Project Management Journal, 56(1), 41–56. https://doi.org/10.1177/87569728241270572

Nasir, N., & Sukmawati, S. (2023). Analysis of Research Data Quantitative and Qualitative. Edumaspul: Jurnal Pendidikan, 7(1), 368–373.

Perović, L. M., & Kosor, M. M. (2020). The Efficiency of Universities in Achieving Sustainable Development Goals. Amfiteatru Economic, 22(54), 516–532. https://doi.org/10.24818/EA/2020/54/516

Pregoner, J. D. (2025). Research Approaches in Education: A Comparison of Quantitative, Qualitative and Mixed Methods. SSRN Electronic Journal, 4(2), 31–36. https://doi.org/10.2139/ssrn.5111007

Qurtubi, A. (2024). Architecture Enterprise Model of Islamic College Management in Indonesian Industrial Era 5.0. Philippine Journal of Science, 153(3), 1097–1105.

Rambe, R. A., Purmini, P., Armelly, A., Alfansi, L., & Febriani, R. E. (2022). Efficiency Comparison of Pro-Growth Poverty Reduction Spending before and during the COVID-19 Pandemic: A Study of Regional Governments in Indonesia. Economies, 10(6), 150. https://doi.org/10.3390/economies10060150

Ru, Y., Blankespoor, B., You, L., & Kalvelagen, E. (2023). Estimating local agricultural gross domestic product (AgGDP) across the world. Earth System Science Data, 15(3), 1357–1387. https://doi.org/10.5194/essd-15-1357-2023

Sgroi, F. (2022). Evaluating of The Sustainability of Complex Rural Ecosystems During The Transition from Agricultural Villages to Tourist Destinations and Modern Agri-Food Systems. Journal of Agriculture and Food Research, 9, 100330. https://doi.org/10.1016/j.jafr.2022.100330

Situmorang, D. D. P., Erlina, Sirojuzilam, & Rujiman. (2023). Assessing the Impact of Performance-Based Budgeting on Regional Development and Environmental Outcomes Mediated by Government Agency Accountability in Dairi District. International Journal of Sustainable Development and Planning, 18(9), 2953–2958. https://doi.org/10.18280/ijsdp.180933

Sukendri, N. (2024). Agency Theory in Banking: Balancing Incentives and Mitigating Moral Hazard in the Principal-Agent Dilemma. Pakistan Journal of Life and Social Sciences (PJLSS), 22(2). https://doi.org/10.57239/pjlss-2024-22.2.001627

Taherdoost, H. (2022). What are Different Research Approaches? Comprehensive Review of Qualitative, Quantitative, and Mixed Method Research, Their Applications, Types, and Limitations. Journal of Management Science & Engineering Research, 5(1), 53–63. https://doi.org/10.30564/jmser.v5i1.4538

Topuz, S. G. (2022). The Relationship Between Income Inequality and Economic Growth: Are Transmission Channels Effective? Social Indicators Research, 162(3), 1177–1231. https://doi.org/10.1007/s11205-022-02882-0

VanderWeele, T. J., & Johnson, B. R. (2025). Multidimensional versus unidimensional approaches to well-being. Nature Human Behaviour, 9(5), 857–863. https://doi.org/10.1038/s41562-025-02187-5

Wang, F. (2024). Principals’ well-being: understanding its multidimensional nature. School Leadership and Management, 44(4), 442–465. https://doi.org/10.1080/13632434.2024.2334942

Wenjuan, S., & Zhao, K. (2023). Balancing fiscal expenditure competition and long-term innovation investment: Exploring trade-offs and policy implications for local governments. PLoS ONE, 18(11 November), e0293158. https://doi.org/10.1371/journal.pone.0293158

Williams, D. A., & Tierney, W. G. (2023). Strategic Diversity Leadership: Activating Change and Transformation in Higher Education. In Strategic Diversity Leadersh.: Activating Change And Transformation In Higher Education. Routledge. https://doi.org/10.4324/9781003447122

Yi, P., Dong, Q., Li, W., & Wang, L. (2021). Measurement of City Sustainability based on The Grey Relational Analysis: The Case of 15 sub-Provincial Cities in China. Sustainable Cities and Society, 73(July), 103143. https://doi.org/10.1016/j.scs.2021.103143

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Published

2025-05-18

How to Cite

Hajarana, S., Tojibussabirin, M., & Prihatiningtias, Y. W. (2025). Relative Efficiency of Education, Health, and Infrastructure Spending in Southeast Sulawesi (2018–2022): A Data Envelopment Analysis Approach. Business and Applied Management Journal, 3(1), 40–52. https://doi.org/10.61987/bamj.v3i1.508