Investigating the Impact of Foreign Direct Investment and Human Capital on Export Diversification: A Panel Smooth Transition Regression (PSTR) Approach
Keywords:
Foreign direct investment, human capital, threshold level, export diversification, panel smooth transition regressionAbstract
This study aims to examine the impact of foreign direct investment (FDI) and human capital on export diversification in the Persian Gulf countries, with emphasis on the threshold effect of human capital. An applied econometric design was employed using annual panel data from eight Gulf countries (Iran, Iraq, Saudi Arabia, Oman, Qatar, Kuwait, Bahrain, and the UAE) covering 2000–2022. The Panel Smooth Transition Regression (PSTR) model was applied to detect nonlinearity and determine the human capital threshold influencing the FDI–export diversification relationship. Control variables included real per capita income, trade openness, infrastructure, institutional quality, financial development, and natural resource rents. The results revealed a nonlinear and threshold-dependent relationship between FDI, human capital, and export diversification. The estimated human capital threshold was 4.85. Below this level, FDI significantly stimulated export diversification; beyond it, the role of FDI diminished while human capital became a strong positive determinant. Real per capita income, trade openness, infrastructure, and institutional quality consistently had positive effects across regimes, whereas natural resource rents exerted a persistent negative impact. Achieving sustainable export diversification requires a phased policy approach: in early development stages, targeted attraction of FDI should modernize production capacity; at advanced stages, enhancing human capital quality enables economies to innovate and reduce reliance on external investment.
Downloads
References
Albiman, M. M., Yussuf, H. A., & Hemed, I. M. D. (2022). The Effect of Foreign Direct Investment and Trade Openness on the Firms' Export Competitiveness and Products Diversification Among East African Community Members. In Trade and Investment in East Africa: Prospects, Challenges and Pathways to Sustainability (pp. 185-212). Springer Nature Singapore. https://doi.org/10.1007/978-981-19-4211-2_9
Amiri, H., & Amini Dārān, M. (2018). Effective Factors on the Diversification of Iran's Industrial Exports. Macroeconomics Research Journal, 13(25), 65-91.
Azizi, Z., Pedrām, M., & Azizi, P. (2018). The Role of Export Diversification on the Relationship Between Trade Openness and Economic Growth Instability in Selected Developing Countries (1980-2015). Iranian Economic Research, 23(77), 107-138.
Damoah, O. B. O. (2025). The effect of organizational resilience on the survival of SME exporters: The Role Of Entrepreneur Resilience And Environmental Turmoil. Journal of International Entrepreneurship, 1-32. https://doi.org/10.1007/s10843-025-00372-1
Elhiraika, A. B., & Mbate, M. M. (2014). Assessing the Determinants of Export Diversification in Africa. Applied Econometrics and International Development, 14(1), 147-160.
Fosu, A. K. (2021). Infrastructure and the impact of foreign direct investment (FDI) on export diversification: Evidence from Africa. Journal of African Development, 22(1), 102-123. https://doi.org/10.5325/jafrideve.22.1.0102
Gamariel, G., Bomani, M., Musikavanhu, L., & Juana, J. (2022). Foreign direct investment and export diversification in developing countries. Risk Governance & Control: Financial Markets & Institutions, 12(1). https://doi.org/10.22495/rgcv12i1p6
Giri, R., Quayyum, M. S. N., & Yin, R. (2019). Understanding export diversification: Key drivers and policy implications. International Monetary Fund. https://doi.org/10.5089/9781498313087.001
Golo, Y. N. (2023). Foreign direct investment, human capital and export diversification in Africa: A panel smooth transition regression (PSTR) model analysis. The Journal of International Trade & Economic Development, 1-26. https://doi.org/10.1080/09638199.2023.2265496
Gonzalez, A., Teräsvirta, T., Van Dijk, D., & Yang, Y. (2017). Panel smooth transition regression models.
Javāherī, B., Mozaffarī, Z., & Mokhtārī Pūr, R. (2024). The Impact of Foreign Direct Investment (FDI) on Employment in Selected Oil-Exporting Countries in the Persian Gulf. Public Sector Economics Studies(7), 121-138.
Lee, D., & Zhang, H. (2022). Export diversification in low-income countries and small states: Do country size and income level matter? Structural Change and Economic Dynamics, 60, 250-265. https://doi.org/10.1016/j.strueco.2021.11.017
Luc, A., Fotue, T., Joseph, P., Ngameni, R., & Poumeni. (2024). Does foreign direct investment promote access to basic services? The case of drinking water in Africa. African Development Review. https://doi.org/10.1111/1467-8268.12743
Mansourlakouraj, K., Bakhtiari, S., & Ghobadi, S. (2024). The Role of Good Governance and Human Capital in Attracting Foreign Direct Investment and Economic Growth (Selected Developing Countries). Investment Knowledge, 50, 263-286. http://www.jik-ifea.ir/article_22077.html?lang=en
Marjanović, D. (2024). Legal Environment as a Factor in the Inflow of Foreign Direct Investment: Case of Serbia. Journal of Eastern European and Central Asian Research (Jeecar), 11(3), 478-492. https://doi.org/10.15549/jeecar.v11i3.1588
Mbondo, G. D., Bouwawe, D., & Awoutcha Tchieuzing, R. F. (2023). Le capital humain est-il important pour la diversification des exportations?: L'expérience des économies d'Afrique Sub-Saharienne (ASS).
Mohammadī, H., & Fekārī Sardehā'ī, B. (2015). The Effects of Institutional Infrastructures and Macroeconomic Variables on Iran's Export Diversity. Quarterly Journal of Strategic and Macro Policies, 3(11), 75-94.
Motash Yārahamadī, M., Rif'at, M., & Tayyibī, K. (2021). Analysis of Factors Affecting Iran's Export Diversification: With Emphasis on the Effect of Domestic and Foreign Market Entry Costs. Iranian Economic Research, 26(89), 131-154.
Rehman, F. U., & Sohag, K. (2023). Does transport infrastructure spur export diversification and sophistication in the G-20 economies? An application of CS-ARDL. Applied Economics Letters, 30(14), 1861-1865. https://doi.org/10.1080/13504851.2022.2083554
Shahrāzī, M., Shīrkhodāyī, M., & Sha'bānī Māzū'ī, M. (2018). Investigating the Dynamic Relationship Between Outward Foreign Direct Investment (OFDI) and Exports Using the Pendulum Gravity Model (Case Study: Iran and Selected Developed Countries). Quarterly Journal of Business Research(89), 1-34.
Tadesse, B., & Shukralla, E. K. (2013). The impact of foreign direct investment on horizontal export diversification: empirical evidence. Applied Economics, 45(2), 141-159. https://doi.org/10.1080/00036846.2011.595692
Tavasolinia, A., Jafari Samimi, A., & Abrishami, H. (2024). Sensitivity Analysis of Health Indicators to Inflows of Foreign Direct Investment. Journal of Econometric Modeling(33), 164-189.
Vakataki'Ofa, S., Spence, M., Mevel, S., & Karingi, S. (2016). Export Diversification and Intra-Industry Trade in Africa. In Inclusive Growth in Africa: Policies, Practice, and Lessons Learnt (pp. 126-241).
Vogel, T. (2022). Structural and policy determinants of export diversification in Africa: A bilateral panel approach using Bayesian Model Averaging.
Downloads
Published
Submitted
Revised
Accepted
Issue
Section
License
Copyright (c) 2025 Khaldoon Abdullah Khalaf (Author); Saeed Daei-Karimzadeh (Corresponding author); Abdul Rezzaq Hamad Hussein, Sara Ghobadi (Author)

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.