How to cite this paper
APA: Kerrouche, N & Zehri, C. (2026). The transformative power of tech investment: Measuring growth, diversification, and firm outcomes. International Journal of Data and Network Science, 10(1), 109-124.
Chicago/Turabian: Kerrouche, N & Zehri, C. 2026. "The transformative power of tech investment: Measuring growth, diversification, and firm outcomes." International Journal of Data and Network Science 10, no. 1 (2026): 109-124.
AMA: Kerrouche, N & Zehri, C. The transformative power of tech investment: Measuring growth, diversification, and firm outcomes. International Journal of Data and Network Science. 2026;10(1):109-124.
References
Acemoglu, D., & Restrepo, P. (2020). Robots and jobs: Evidence from US labor markets. Journal of Political Economy, 128(6), 2188–2244.
Acemoglu, D., & Robinson, J. A. (2012). Why nations fail: The origins of power, prosperity, and poverty. Crown Publishers.
Acemoglu, D., Akcigit, U., Alp, H., Bloom, N., & Kerr, W. (2018). Innovation, reallocation, and growth. American Economic Review, 108(11), 3450–3491.
Ali, A. H., & Abdalla, M. (2025). Energy Transitions Era: Geopolitical Characteristics and Connotations in The Arab Gulf States. Sustainable Futures, 100808.
Alotaibi, R., & Alshammari, T. (2023). Digital transformation and economic diversification in the GCC: A macroeconomic analysis. Energy Economics, 118, 106498.
Alshamsi, A., Abdallah, S., & Benhamed, A. (2021). Beyond oil: The role of ICT in economic diversification of the GCC countries. Telecommunications Policy, 45(7), 102152.
Alshubiri, F. N., Tawfik, O. I., & Jamil, S. A. (2020). Impact of petroleum and non-petroleum indices on financial development in Oman. Financial Innovation, 6(1), 15.
Arellano, C., Bai, Y., & Mihalache, G. (2022). Natural resources, volatility, and investment. Journal of Development Economics, 155, 102787.
Autor, D. H., Levy, F., & Murnane, R. J. (2003). The skill content of recent technological change: An empirical exploration. The Quarterly Journal of Economics, 118(4), 1279-1333.
Bloom, N., Sadun, R., & Van Reenen, J. (2012). Americans do IT better: US multinationals and the productivity miracle. American Economic Review, 102(1), 167-201.
Bloom, N., Van Reenen, J., & Williams, H. (2019). A toolkit of policies to promote innovation. Journal of Economic Perspectives, 33(3), 163–184.
Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143.
Bresnahan, T. F., & Trajtenberg, M. (1995). General purpose technologies: ‘Engines of growth’? Journal of Econometrics, 65(1), 83–108.
Bresnahan, T. F., Brynjolfsson, E., & Hitt, L. M. (2002). Information technology, workplace organization, and the demand for skilled labor: Firm-level evidence. The Quarterly Journal of Economics, 117(1), 339-376.
Brynjolfsson, E., & Hitt, L. M. (2003). Computing productivity: Firm-level evidence. Review of Economics and Statistics, 85(4), 793-808.
Brynjolfsson, E., & McAfee, A. (2014). The second machine age: Work, progress, and prosperity in a time of brilliant technologies. W. W. Norton & Company.
Czernich, N., Falck, O., Kretschmer, T., & Woessmann, L. (2011). Broadband infrastructure and economic growth. The Economic Journal, 121(552), 505–532.
De Loecker, J. (2011). Product differentiation, multiproduct firms, and estimating the impact of trade liberalization on productivity. Econometrica, 79(5), 1407-1451.
Goldfarb, A., & Tucker, C. (2019). Digital economics. Journal of Economic Literature, 57(1), 3–43.
Guriev, S., Melnikov, N., & Zhuravskaya, E. (2022). 3G internet and confidence in government. The Quarterly Journal of Economics, 137(2), 1231–1283.
Hamilton, J. D. (2013). Historical oil shocks. In R. E. Parker & R. M. Whaples (Eds.), Routledge handbook of major events in economic history (pp. 239–265). Routledge.
Hasan, M. B., Hassan, M. K., & Alhomaidi, A. (2023). How do sectoral Islamic equity markets react to geopolitical risk, economic policy uncertainty, and oil price shocks?. The Journal of Economic Asymmetries, 28, e00333.
Kilian, L. (2009). Not all oil price shocks are alike: Disentangling demand and supply shocks in the crude oil market. American Economic Review, 99(3), 1053–1069.
Mansour, W. (2014). Information asymmetry and financing constraints in GCC. The Journal of Economic Asymmetries, 11, 19-29.
Neaime, S. (2004). Macroeconomic fluctuations and asymmetries in selected East Mediterranean and Gulf countries: An empirical investigation. The Journal of Economic Asymmetries, 1(2), 143-172.
Roodman, D. (2009). How to do xtabond2: An introduction to difference and system GMM in Stata. The Stata Journal, 9(1), 86–136.
Shah, S. F., & Albaity, M. (2022). The role of trust, investor sentiment, and uncertainty on bank stock return performance: Evidence from the MENA region. The Journal of Economic Asymmetries, 26, e00260.
Sweidan, O. D. (2025). Economic Challenges of Economic Diversification and Sustainability in the GCC Countries. Review of Political Economy, 1-23.
Zhao, N., Wang, G., & Li, G. (2022). Regulatory sandboxes and fintech innovation: A cross-country analysis. Journal of Financial Stability, 61, 101033.
Acemoglu, D., & Robinson, J. A. (2012). Why nations fail: The origins of power, prosperity, and poverty. Crown Publishers.
Acemoglu, D., Akcigit, U., Alp, H., Bloom, N., & Kerr, W. (2018). Innovation, reallocation, and growth. American Economic Review, 108(11), 3450–3491.
Ali, A. H., & Abdalla, M. (2025). Energy Transitions Era: Geopolitical Characteristics and Connotations in The Arab Gulf States. Sustainable Futures, 100808.
Alotaibi, R., & Alshammari, T. (2023). Digital transformation and economic diversification in the GCC: A macroeconomic analysis. Energy Economics, 118, 106498.
Alshamsi, A., Abdallah, S., & Benhamed, A. (2021). Beyond oil: The role of ICT in economic diversification of the GCC countries. Telecommunications Policy, 45(7), 102152.
Alshubiri, F. N., Tawfik, O. I., & Jamil, S. A. (2020). Impact of petroleum and non-petroleum indices on financial development in Oman. Financial Innovation, 6(1), 15.
Arellano, C., Bai, Y., & Mihalache, G. (2022). Natural resources, volatility, and investment. Journal of Development Economics, 155, 102787.
Autor, D. H., Levy, F., & Murnane, R. J. (2003). The skill content of recent technological change: An empirical exploration. The Quarterly Journal of Economics, 118(4), 1279-1333.
Bloom, N., Sadun, R., & Van Reenen, J. (2012). Americans do IT better: US multinationals and the productivity miracle. American Economic Review, 102(1), 167-201.
Bloom, N., Van Reenen, J., & Williams, H. (2019). A toolkit of policies to promote innovation. Journal of Economic Perspectives, 33(3), 163–184.
Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143.
Bresnahan, T. F., & Trajtenberg, M. (1995). General purpose technologies: ‘Engines of growth’? Journal of Econometrics, 65(1), 83–108.
Bresnahan, T. F., Brynjolfsson, E., & Hitt, L. M. (2002). Information technology, workplace organization, and the demand for skilled labor: Firm-level evidence. The Quarterly Journal of Economics, 117(1), 339-376.
Brynjolfsson, E., & Hitt, L. M. (2003). Computing productivity: Firm-level evidence. Review of Economics and Statistics, 85(4), 793-808.
Brynjolfsson, E., & McAfee, A. (2014). The second machine age: Work, progress, and prosperity in a time of brilliant technologies. W. W. Norton & Company.
Czernich, N., Falck, O., Kretschmer, T., & Woessmann, L. (2011). Broadband infrastructure and economic growth. The Economic Journal, 121(552), 505–532.
De Loecker, J. (2011). Product differentiation, multiproduct firms, and estimating the impact of trade liberalization on productivity. Econometrica, 79(5), 1407-1451.
Goldfarb, A., & Tucker, C. (2019). Digital economics. Journal of Economic Literature, 57(1), 3–43.
Guriev, S., Melnikov, N., & Zhuravskaya, E. (2022). 3G internet and confidence in government. The Quarterly Journal of Economics, 137(2), 1231–1283.
Hamilton, J. D. (2013). Historical oil shocks. In R. E. Parker & R. M. Whaples (Eds.), Routledge handbook of major events in economic history (pp. 239–265). Routledge.
Hasan, M. B., Hassan, M. K., & Alhomaidi, A. (2023). How do sectoral Islamic equity markets react to geopolitical risk, economic policy uncertainty, and oil price shocks?. The Journal of Economic Asymmetries, 28, e00333.
Kilian, L. (2009). Not all oil price shocks are alike: Disentangling demand and supply shocks in the crude oil market. American Economic Review, 99(3), 1053–1069.
Mansour, W. (2014). Information asymmetry and financing constraints in GCC. The Journal of Economic Asymmetries, 11, 19-29.
Neaime, S. (2004). Macroeconomic fluctuations and asymmetries in selected East Mediterranean and Gulf countries: An empirical investigation. The Journal of Economic Asymmetries, 1(2), 143-172.
Roodman, D. (2009). How to do xtabond2: An introduction to difference and system GMM in Stata. The Stata Journal, 9(1), 86–136.
Shah, S. F., & Albaity, M. (2022). The role of trust, investor sentiment, and uncertainty on bank stock return performance: Evidence from the MENA region. The Journal of Economic Asymmetries, 26, e00260.
Sweidan, O. D. (2025). Economic Challenges of Economic Diversification and Sustainability in the GCC Countries. Review of Political Economy, 1-23.
Zhao, N., Wang, G., & Li, G. (2022). Regulatory sandboxes and fintech innovation: A cross-country analysis. Journal of Financial Stability, 61, 101033.