Abstract
This study examines the impact of the inflow of ASEAN foreign workers on the digital transformation of Indonesian MSMEs in the period 2015–2026. In light of the rising influx of ASEAN foreign workers, totalling 183,964 individuals in 2024, coupled with the inadequate level of MSME digitalisation at 39.7%, this research is critically necessary to bolster the DEFA 2026 objectives and promote inclusive economic growth. This study aims to quantify the extent, pathways, and consequences of human capital spillovers resulting from the influx of ASEAN foreign workers on the digital transformation of SMEs. The study was conducted using the mixed methods approach, using panel data from 34 provinces (N=408) and using the Fixed Effects Model. The results showed that the entry of ASEAN foreign workers has a positive and significant effect on the digital transformation of SMEs (β₁ = 0.427; p < 0.01) with diminishing returns. This study's originality is attributed to its longitudinal methodology, micro-level emphasis on MSMEs, and the formulation of a knowledge-based spillover governance model in the DEFA era. This study concludes that the influx of ASEAN foreign workers is a vital source of human capital spillover for expediting the inclusive and sustainable digital transformation of MSMEs.
References
Abdurrahman, A., et al. (2025). Extending the IBCDE framework to explore barriers in Indonesia’s digital economy. Journal of Digital Economy, 4, Article 100039. https://doi.org/10.1016/j.jdec.2025.100039
Abdurrahman, M. (2025). Human capital mobility in the ASEAN digital economy. *Asian Economic Journal, 39*(2), 145–167.
Anggraeni, L., et al. (2026). Unlocking inclusive growth: The mediating role of e-commerce in MSME digi-talization. *Economies, 14*(2), 44. https://doi.org/10.3390/economies14020044
Arellano, M., & Bond, S. (1991). Some tests of specification for panel data. The Review of Economic Stud-ies, 58(2), 277–297. https://doi.org/10.2307/2297968
Bachtiar, P. P., et al. (2024). Skilled labor mobility and MSME productivity in Indonesia. Bulletin of Indo-nesian Economic Studies, 60*(1), 89–112.
Baltagi, B. H. (2021). *Econometric Analysis of Panel Data* (6th ed.). Springer. https://doi.org/10.1007/978-3-030-53953-5.
Becker, G. S. (1964). Human Capital: A Theoretical and Empirical Analysis. University of Chicago Press.
Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. *Journal of Econometrics, 87*(1), 115–143. https://doi.org/10.1016/S0304-4076(98)00009-8
Chen, J., Wang, L., & Zhang, Y. (2022). Skilled migration and firm innovation: Evidence from China. Journal of Development Economics, 156, Article 102812. https://doi.org/10.1016/j.jdeveco.2022.102812
Cohen, W. M., & Levinthal, D. A. (1990). Absorptive capacity: A new perspective on learning and innova-tion. Administrative Science Quarterly, 35(1), 128–152. https://doi.org/10.2307/2393553
Creswell, J. W., & Plano Clark, V. L. (2018). Designing and conducting mixed methods research (3rd ed.). Sage.
ERIA. (2024). The digital divide amongst MSMEs in ASEAN. Economic Research Institute for ASEAN and East Asia.
Farlis, F., et al. (2025). Mapping human capital readiness for digital transformation. Journal of Asian Economics, 87, Article 101678.
Hair, J. F., Jr., et al. (2019). A primer on partial least squares structural equation modeling (PLS-SEM) (2nd ed.). Sage.
Hausman, J. A. (1978). Specification tests in econometrics. Econometrica, 46(6), 1251–1271. https://doi.org/10.2307/1913827
ILO. (2026). Navigating generative AI’s transformations in ASEAN labor markets. International Labour Organization.
Khanal, U., Wilson, C., & Hoang, V. (2023). Digital transformation of SMEs in developing countries. Technological Forecasting and Social Change, 188, Article 122312. https://doi.org/10.1016/j.techfore.2022.122312
Kurniawati, S., et al. (2024). Digital transformation drivers for Indonesian MSMEs. Journal of Small Busi-ness Management, 62(4), 789–812. https://doi.org/10.1080/00472778.2024.
Lee, S., & Nguyen, T. (2023). Cross-border knowledge spillovers in ASEAN. International Economics, 176, Article 103456.
Lestari, E. P., & Caroline, C. (2021). How does human capital spillover inflow of foreign workers affect economic growth? Frontiers in Sociology, 6, Article 750946. https://doi.org/10.3389/fsoc.2021.750946
Noerchoidah, N., et al. (2025). Optimization of digital literacy and human capital in the digital economy for MSMEs. International Journal of Human Capital and Information Technology Professionals, 16(1), 1–18. https://doi.org/10.4018/IJHCITP.2025010101.
OECD. (2025). Digital economy outlook 2025: ASEAN perspectives. OECD Publishing.
Oikawa, K., et al. (2024). The digital divide amongst MSMEs in ASEAN. ERIA Research Project Report 2024-20. https://www.eria.org/publications/digital-divide-msmes-asean.
Pangestu, M., et al. (2024). DEFA and digital inclusion in Southeast Asia. Asian Development Review, 41(2), 1–28.
Purnomo, S., et al. (2024). Digital transformation of MSMEs in Indonesia: A systematic review. Journal of Business and Management, 12(3), 45–62.
Rachmawati, I., et al. (2023). Indonesia’s MSEs on the path to digital transformation. Atlantis Press. https://doi.org/10.2991/978-94-6463.
Riani, A. L., et al. (2025). Foreign workers and technological upgrading of SMEs. Technovation, 132, Arti-cle 102987.
Romer, P. M. (1990). Endogenous technological change. Journal of Political Economy, 98(5), S71–S102. https://doi.org/10.1086/261725
Sari, D. P., et al. (2024). The role of migrant knowledge in MSME digitalization. Journal of International Migration and Integration, 25(3), 567–589.
Schultz, T. W. (1961). Investment in human capital. The American Economic Review, 51(1), 1–17.
Sugiharti, L., et al. (2023). Does human capital spillover affect labor productivity? *Journal of Socioeco-nomics and Development, 6(1), 1–12. https://doi.org/10.29040/jsed.v6i1.
Sukma, R. M., et al. (2026). Generative AI and human capital spillover in Indonesia. Futures, 148, Article 103345.
Tambunan, T. T. H. (2024). Recent evidence on the digitalization process in Indonesia’s micro and small enterprises. International Journal of Current Science Research and Review, 7(8), 123–145. https://doi.org/10.47191/ijcsrr/V7-i8-12
Wahyuni, K. T., et al. (2022). The effect of spillover foreign direct investment on labor productivity. Jour-nal of Development Economics, 20(2), 145–162.
Wicaksono, T. Y., et al. (2022). Digital technology adoption and Indonesia’s MSMEs during the COVID-19 pandemic (ERIA Discussion Paper No. 426). Economic Research Institute for ASEAN and East Asia. https://www.eria.org/publications/digital-technology-adoption-msmes-indonesia
Wooldridge, J. M. (2010). Econometric analysis of cross-sectional and panel data (2nd ed.). MIT Press.

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