Dampak Tingkat Pendidikan, Partisipasi Angkatan Kerja, Struktur Ketenagakerjaan, dan Ketimpangan Pendapatan terhadap Populasi Kelas Menengah Indonesia
DOI:
https://doi.org/10.63822/aefct738Keywords:
Middle Class; Education; Labor Force Participation; Formal Employment; Income Inequality; Error Correction Model.Abstract
This study analyzes the influence of education level, labor force participation rate (LFPR), employment structure proxied by formal employment percentage, and income inequality on the middle-class population in Indonesia using the Error Correction Model (ECM) approach for the 2004–2025 period. The results indicate a cointegration relationship between variables with a significant Error Correction Term (ECT) of -0.6421, meaning that 64.21% of short-term imbalances can be corrected within one period toward long-term equilibrium. Education has no significant effect in the short run but shows a positive influence in the long run, confirming that education remains an important pathway for economic mobility. LFPR shows no significant effect in either the short or long run, indicating that increased labor participation without improved job quality is insufficient to expand the middle class. Formal employment has a positive and significant effect in the long run, suggesting that structural transformation toward the formal sector strengthens middle-class growth. Interestingly, the Gini index shows a positive and significant effect in the long run, reflecting that middle-class growth in developing countries can occur alongside rising inequality due to unequal access to economic opportunities. Overall, the dynamics of Indonesia's middle class are more determined by long-term structural transformation through education, formal employment expansion, and equitable access to economic opportunities, rather than short-term economic growth alone.
References
Allen, E. R. (2016). Analysis of Trends and Challenges in the Indonesian Labor Market. Asian Development Bank (ADB). https://ecommons.cornell.edu/bitstream/1813/87128/1/ADB_Analysis_of_trends_and_challenges_in_the_Indonesian_labor_market.pdf
Bank, A. D. (2010). The rise of Asia's middle class: Key indicators for Asia and the Pacific 2010. Asian Development Bank.
Bank, W. (2019). Aspiring Indonesia: Expanding the Middle Class. World Bank.
Bank, W. (2024). World Development Indicators: Gini Index Indonesia. World Bank.
Becker, G. S. (1964). Human Capital: A Theoretical and Empirical Analysis, with Special Reference to Education. Columbia University Press.
BPS. (2025). Profil kelas menengah Indonesia 2024. Badan Pusat Statistik.
Choi, S., Li, H., Ogawa, K., & Tanaka, Y. (2024). Secondary Vocational Education and Decent Work in Indonesia: Differences Between Urban and Rural Areas. International Journal of Training Research. https://doi.org/10.1080/14480220.2023.2222939
Creswell, J. W., & Creswell, J. D. (2018). Research Design: Qualitative, Quantitative, and Mixed Methods Approaches (5th ed.). SAGE Publications.
Dachlan, A., ... (2025). The Dynamics of Middle Class in Indonesia: A Structural Analysis. Jurnal Ekonomi Pembangunan, *26*(1).
Dartanto, T., Moeis, F. R., & Otsubo, S. (2020). Intragenerational Economic Mobility in Indonesia: A Transition from Poverty to the Middle Class in 1993–2014. Bulletin of Indonesian Economic Studies, *56*(2), 193–224. https://doi.org/10.1080/00074918.2019.1657795
Easterly, W. (2001). The Middle Class Consensus and Economic Development. Journal of Economic Growth, *6*(4), 317–335. https://doi.org/10.1023/A:1012786330095
Egawa, A. (2013). Will Income Inequality Cause a Middle Class Crisis in Asia? Bruegel Working Paper No. 2013/06. Bruegel.
Engle, R. F., & Granger, C. W. J. (1987). Co-integration and Error Correction: Representation, Estimation, and Testing. Econometrica, *55*(2), 251–276. https://doi.org/10.2307/1913236
Field, A. (2018). Discovering Statistics Using IBM SPSS Statistics (5th ed.). SAGE Publications.
Goh, L. T., Law, S. H., & Trinugroho, I. (2022). Human capital development and income inequality in Indonesia: Evidence from a nonlinear autoregressive distributed lag (NARDL) analysis. Cogent Economics & Finance, *10*(1), 2129372. https://doi.org/10.1080/23322039.2022.2129372
Gujarati, D. N., & Porter, D. C. (2009). Basic Econometrics (5th ed.). McGraw-Hill.
International Labour Organization. (2018). World Employment and Social Outlook: Trends 2018. International Labour Organization.
Kementerian Koordinator Bidang Pemberdayaan Masyarakat. (2025). Indonesia's Middle Class: Who Are They and Why Should We Care About Them? Kementerian Koordinator Bidang Pemberdayaan Masyarakat.
Kerlinger, F. N., & Lee, H. B. (2000). Foundations of Behavioral Research (4th ed.). Harcourt College Publishers.
Loayza, N. V., & Rigolini, J. (2011). Informal Employment: Safety Net or Growth Engine? World Development, *39*(9), 1503–1515. https://doi.org/10.1016/j.worlddev.2011.02.003
Maipita, I., Hermawan, W., & Rahman, H. (2018). The Impact of Middle-Class Towards Economic Growth and Income Inequality in Indonesia. Jurnal Ekonomi Malaysia, *52*(3), 1–14.
Maipita, I., & Wahyudi, S. T. (2017). Income Distribution and Inequality in Indonesia: A Panel Data Analysis. Jurnal Ekonomi Pembangunan, *18*(1), 131–147.
Maloney, W. F. (2004). Informality Revisited. World Development, *32*(7), 1159–1178. https://doi.org/10.1016/j.worlddev.2004.01.008
OECD. (2019). Under Pressure: The Squeezed Middle Class. OECD Publishing. https://doi.org/10.1787/689afed1-en
Pratomo, D. S., Syafitri, W., & Anindya, C. S. (2020). Expanding Middle Class in Indonesia: Does Government Intervention Matter? Jurnal Ekonomi Pembangunan, *21*(2), 165–178. https://doi.org/10.23917/jep.v21i2.10984
Rasch, R. (2017). Education and the Middle Class. Forum for Social Economics, *46*(4), 321–336. https://doi.org/10.1080/07360932.2014.995199
Santoso, R. P., Sahadewo, G. A., Sugiyanto, C., & Setiastuti, S. U. (2022). Informal and Formal Wage Differences Based on Cohorts in Indonesia. Economies, *10*(12), 317. https://doi.org/10.3390/economies10120317
Simanjuntak, P. J. (2001). Pengantar Ekonomi Sumber Daya Manusia. Lembaga Penerbit Fakultas Ekonomi Universitas Indonesia.
Sugiyono. (2019). Metode Penelitian Kuantitatif, Kualitatif, dan R&D (2nd ed.). Alfabeta.
Tadjoeddin, M. Z. (2019). Inequality and Exclusion in Indonesia. Journal of Southeast Asian Economies, *36*(3), 284–303.
Todaro, M. P., & Smith, S. C. (2020). Economic Development (13th ed.). Pearson.
Wai-Poi, M., Purnamasari, R. S., & Chen, H. (2019). Aspiring Indonesia: Expanding the Middle Class. World Bank.
Wihardja, M. M., & Cunningham, W. (2021). Pathways to Middle-Class Jobs in Indonesia. World Bank. https://www.worldbank.org/en/country/indonesia/publication/pathways-to-middle-class-jobs-in-indonesia
Yusuf, A. A., & Halim, P. R. (2021). Inequality and Structural Transformation in the Changing Nature of Work: The Case of Indonesia. Economic Research Institute for ASEAN and East Asia (ERIA). https://www.econstor.eu/handle/10419/243407
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