Processing, Please wait...

  • Home
  • 🔙 Back
  • 📚 Journals
    • ⚙️ IJIEC - Industrial Engineering Computations
    • 🌐 IJDNS - Data and Network Science
    • 🧪 CCL - Current Chemistry Letters
    • 💹 AC - Accounting
    • 🎯 DSL - Decision Science Letters
    • 🚛 USCM - Uncertain Supply Chain Management
    • 🏗️ JPM - Journal of Project Management
    • 🏥 HE - Healthcare Engineering
    • 📈 SCI - Scientometrica
    • 🔩 ESM - Engineering Solid Mechanics
    • 🌿 JFS - Journal of Future Sustainability
    • 💼 MSL - Management Science Letters
  • 📝 Submit Article
  • 📊 Statistics
  • 📋 About
    • 📄 About Us
    • 📰 Blog
    • 📢 News
    • 📧 Contact
  • 📺 Tutorial
  • Search:
  • Advanced Search

Growing Science » International Journal of Data and Network Science » The transformative power of tech investment: Measuring growth, diversification, and firm outcomes

⭐ Highly Cited Articles

  • Jaya Algorithm
  • Rao Algorithm
  • TLBO Algorithm
  • ChatGPT and Blended Learning

Journals

  • IJIEC (805)
  • IJDS (992)
  • DSL (722)
  • ESM (434)
  • CCL (544)
  • JPM (323)
  • AC (562)
  • JFS (101)
  • MSL (2648)
  • USCM (1104)
  • HE (44)
  • SCI (48)

IJDS Volumes

    • Volume 10 (120)
      • Issue 1 (40)
      • Issue 2 (40)
      • Issue 3 (40)
    • Volume 9 (96)
      • Issue 1 (20)
      • Issue 2 (6)
      • Issue 3 (30)
      • Issue 4 (40)
    • Volume 8 (243)
      • Issue 1 (60)
      • Issue 2 (61)
      • Issue 3 (60)
      • Issue 4 (62)
    • Volume 7 (200)
      • Issue 1 (53)
      • Issue 2 (46)
      • Issue 3 (46)
      • Issue 4 (55)
    • Volume 6 (163)
      • Issue 1 (30)
      • Issue 2 (33)
      • Issue 3 (40)
      • Issue 4 (60)
    • Volume 5 (86)
      • Issue 1 (9)
      • Issue 2 (11)
      • Issue 3 (32)
      • Issue 4 (34)
    • Volume 4 (37)
      • Issue 1 (6)
      • Issue 2 (15)
      • Issue 3 (7)
      • Issue 4 (9)
    • Volume 3 (27)
      • Issue 1 (4)
      • Issue 2 (9)
      • Issue 3 (8)
      • Issue 4 (6)
    • Volume 2 (12)
      • Issue 1 (3)
      • Issue 2 (3)
      • Issue 3 (3)
      • Issue 4 (3)
    • Volume 1 (8)
      • Issue 1 (5)
      • Issue 2 (3)

🔑 Keywords

Supply chain management(168)
Jordan(167)
Vietnam(154)
Customer satisfaction(124)
Performance(116)
Supply chain(113)
Artificial intelligence(99)
Service quality(98)
Competitive advantage(98)
Tehran Stock Exchange(94)
SMEs(92)
Sustainability(91)
optimization(88)
TOPSIS(85)
Financial performance(84)
Trust(84)
Job satisfaction(81)
Genetic Algorithm(80)
Knowledge Management(80)
Social media(79)


» Show all keywords

✍️ Authors

Naser Azad(82)
Zeplin Jiwa Husada Tarigan(67)
Mohammad Reza Iravani(64)
Endri Endri(45)
Muhammad Alshurideh(42)
Hotlan Siagian(40)
Dmaithan Almajali(38)
Jumadil Saputra(36)
Muhammad Turki Alshurideh(35)
Ahmad Makui(33)
Barween Al Kurdi(32)
Hassan Ghodrati(31)
Basrowi Basrowi(31)
Sautma Ronni Basana(31)
Haitham M. Alzoubi(30)
Mohammad Khodaei Valahzaghard(30)
Shankar Chakraborty(29)
Ni Nyoman Kerti Yasa(29)
Sulieman Ibraheem Shelash Al-Hawary(28)
Prasadja Ricardianto(28)


» Show all authors

🌍 Countries

1. Algeria (52)
2. Angola (1)
3. Argentina (22)
4. Armenia (2)
5. Australia (52)
6. Austria (2)
7. Bahrain (26)
8. Bangladesh (57)
9. Belarus (4)
10. Belgium (3)
11. Benin (2)
12. Benin Republic (1)
13. Bhutan (1)
14. Bosnia and Herzegovina (1)
15. Botswana (8)
16. Brazil (39)
17. Brunei (1)
18. Bulgaria (1)
19. Burkina Faso (1)
20. Cameroon (1)
Total: 121 countries

Show all countries

International Journal of Data and Network Science

ISSN 2561-8156 (Online) - ISSN 2561-8148 (Print)
Quarterly Publication
Volume 10 Issue 1 pp. 109-124 , 2026

The transformative power of tech investment: Measuring growth, diversification, and firm outcomes Pages 109-124 Right click to download the paper Download PDF

Authors: Noureddine Kerrouche, Chokri Zehri

📋 Author Affiliations:
N. Kerrouche, C. Zehri (Department of Finance, College of Business Administration in Hawtat Bani Tamim, Prince Sattam Bin Abdulaziz University, Al-Kharj, Saudi Arabia)
doi 10.5267/j.ijdns.2025.10.009
Crossmark

🔑 Keywords: Technology investment, Economic diversification, Gulf Cooperation Council, Firm profitability

Abstract: We examine the asymmetric effects of national technology-driven diversification policies on firm-level profitability in the Gulf Cooperation Council (GCC), addressing a critical gap in the microeconomic literature on the region's transition from hydrocarbons. Using a dynamic panel dataset of 63 strategically important firms across all six GCC countries from 2016 to 2025, we employ a Difference-in-Differences (DiD) approach, complemented by System Generalized Method of Moments (SGMM) estimation, to establish causal relationships while rigorously addressing endogeneity concerns. The results reveal that technology-focused policies have significantly boosted profitability and total factor productivity in firms that actively invest in digital technologies, with policy milestones increasing asset-based returns by 2.1% and equity-based returns by 2.8%. Government subsidies specifically targeted toward technology adoption amplified these effects by an additional 4.5% and 6.5%, respectively, with these impacts intensifying post-2020 to gains of 8.8% on assets and 13.1% on equity for technology-intensive firms. Conversely, firms in traditional sectors with minimal technology adoption showed no statistically significant response to these policy interventions. The findings underscore the efficacy of precisely targeted fiscal incentives and selective policy support for technology sectors in driving successful economic diversification, offering valuable insights for policymakers in resource-rich economies seeking to engineer sustainable, technology-enabled post-oil transitions through firm-level interventions.

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.
  • 0
  • 1
  • 2
  • 3
  • 4
  • 5

Journal: International Journal of Data and Network Science | Year: 2026 | Volume: 10 | Issue: 1 | Views: 473 | Reviews: 0

Related Articles:
  • Analyzing the effects of global oil, gold and palladium markets: Evidence from the Nasdaq composite index
  • Impact of financial constraints on the development of Vietnam’s firms
  • Testing the volatility spillover between crude oil price and the U.S. stock market returns
  • Oil price shocks and stock market returns
  • Exchange rate volatility and oil prices shocks and its impact on economic sustainability

📝 Ready to share your research?

International Journal of Data and Network Science is accepting new submissions for upcoming issues. Join our community of authors and publish your work with us.

✓ Open access
✓ Rigorous peer review
✓ Fast publication
📤 Submit Your Manuscript →

📖 Author Guidelines


Add Reviews

Name:*
E-Mail:
Review:
Bold Italic Underline Strike | Align left Center Align right | Insert smilies Insert link URLInsert protected URL Select color | Add Hidden Text Insert Quote Convert selected text from selection to Cyrillic (Russian) alphabet Insert spoiler
winkwinkedsmileam
belayfeelfellowlaughing
lollovenorecourse
requestsadtonguewassat
cryingwhatbullyangry
Security Code: *
Include security image CAPCHA.
Refresh Code

® 2010-2026 GrowingScience.Com