Education, Economic Growth, and Digital Infrastructure as Drivers of Entrepreneurship: A Panel Data Analysis

Authors

  • Shiza Maham Quaid-i-Azam University, Islamabad, Pakistan Author
  • Muhammad Ehtisham Altaf Awan Quaid-i-Azam University, Islamabad, Pakistan Author
  • Muhammad Aqib Quaid-i-Azam University, Islamabad, Pakistan Author
  • Moeez Imtiaz Quaid-i-Azam University, Islamabad, Pakistan Author
  • Shayan Butt MSc International Business Management, Anglia Ruskin University, UK Author

DOI:

https://doi.org/10.68090/IJBSIVol1Iss2-20

Keywords:

Entrepreneurship, Education, Economic Growth, Digital Infrastructure, Resource-Based View, Panel Data, Mediation Analysis

Abstract

This paper analyzes the association between education, economic growth, digital infrastructure and entrepreneurship based on panel data of 150 countries for 2010-2024. In performing random-effects GLS regression with Driscoll–Kraay standard errors, education level (β = 0.003, p < 0.001) and economic growth (β = 0.004, p < 0.001) appear to be significant positive drivers of entrepreneurship (new business density). Digital infrastructure shows the highest association (β = 0.070, p < 0.001). By mediation analysis, the education–entrepreneurship relationship was significantly mediated by digital infrastructure (indirect effect = 0.00049, Sobel z = 4.30, p < 0.001) accounting for approximately 13.5% of the total effect. Regarding the mediation of economic growth through digital infrastructure, it is also significant but inconsistent mediation (indirect effect = –0.00035, Sobel z = –2.27, p < 0.05), indicating that economic growth directly drives entrepreneurship, but its negative relationship with digital infrastructure partially reduces this positive relation. These results build on the RBV, as they show how digital infrastructure acts as a resource-conversion mechanism, converting human resources into entrepreneurial results. The findings underscore the need for a comprehensive approach to investments in education, digital infrastructure, and economic resilience to build entrepreneurial ecosystems.

References

Acs, Z.J., Estrin, S., Mickiewicz, T., & Szerb, L. (2018). Entrepreneurship, institutional economics, and economic growth: an ecosystem perspective. Small Business Economics, 51(2), 501-514. https://doi.org/10.1007/s11187-018-0013-9

Agrawal, R., Samadhiya, A., Banaitis, A., & Kumar, A. (2024). Entrepreneurial barriers in achieving sustainable business and cultivation of innovation: a resource-based view theory perspective. Management Decision, 63(4), 1207-1228. https://doi.org/10.1108/MD-11-2023-2032

Ahmed, I., Nawaz, M. M., Ahmad, Z., Shaukat, M. Z., Usman, A., et al. (2010). Determinants of students’ entrepreneurial career intentions: Evidence from business graduates. European Journal of Social Sciences, 15(2), 14–22.

Akaike, H. (1974). A new look at the statistical model identification. IEEE Transactions on Automatic Control, 19(6), 716-723. https://doi.org/10.1109/TAC.1974.1100705

Al-Mamary, Y. H. (2025). Factors shaping green entrepreneurial intentions towards green innovation: an integrated model. Future Business Journal, 11(1), 21. https://doi.org/10.1186/s43093-025-00443-8

Al-Mamary, Y. H., & Singh, H. P. (2025). Modeling sustainable entrepreneurship and green economic growth: The role of policy, digital innovation, resource efficiency, infrastructure, entrepreneurial intentions, and innovative capacity. Next Research, 100859. https://doi.org/10.1016/j.nexres.2025.100859

Altwaijri, A., Omri, A., & Alfehaid, F. (2024). Promoting entrepreneurship for sustainable development: Are education capital and ICT diffusion important? Sustainable Development, 32(5), 5463-5487. https://doi.org/10.1002/sd.2971

Audretsch, D. B., & Belitski, M. (2017). Entrepreneurial ecosystems in cities: establishing the framework conditions. The Journal of Technology Transfer, 42(5), 1030-1051. https://doi.org/10.1007/s10961-016-9473-8

Audretsch, D. B., Belitski, M., & Cherkas, N. (2021). Entrepreneurial ecosystems in cities: The role of institutions. PloS One, 16(3), e0247609. https://doi.org/10.1371/journal.pone.0247609

Baltagi, B. H. (2021). Econometric Analysis of Panel Data. 6th edn. Cham: Springer. https://doi.org/10.1007/978-3-030-53953-5

Barney, J. B. (1991). Firm resources and sustained competitive advantage. Journal of Management, 17(1), 99. https://doi.org/10.1177/014920639101700108

Barney, J. B., & Clark, D. N. (2007). Resource-Based Theory: Creating and Sustaining Competitive Advantage. Oup Oxford. https://doi.org/10.1093/oso/9780199277681.001.0001

Baron, R. M., & Kenny, D. A. (1986). The moderator–mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51(6), 1173-1182. https://doi.org/10.1037//0022-3514.51.6.1173

Becker, G. S. (1964). Human Capital: A Theoretical and Empirical Analysis, with Special Reference to Education. New York: National Bureau of Economic Research. https://www.jstor.org/stable/2229541

Belsley, D. A., Kuh, E., & Welsch, R. E. (1980). Regression Diagnostics: Identifying Influential Data and Sources of Collinearity. New York: Wiley. https://doi.org/10.1002/0471725153

Benavides-Sánchez, E. P., Moya-Clemente, I., Ribes-Giner, G., & Amorós, J. E. (2024). The permanence of sustainable entrepreneurship: a panel data analysis for 48 countries. International Journal of Entrepreneurial Venturing, 16(3), 362-392. https://doi.org/10.1504/IJEV.2024.142408

Biberhofer, P., Lintner, C., Bernhardt, J., & Rieckmann, M. (2018). Facilitating work performance of sustainability-driven entrepreneurs through higher education: The relevance of competencies, values, worldviews and opportunities. The International Journal of Entrepreneurship and Innovation, 20(1), 21-38. https://doi.org/10.1177/1465750318755881

Cavusgil, S. T., Ghauri, P. N., & Liu, L. A. (2021). Doing business in emerging markets. Sage.

Cervelló-Royo, R., Moya-Clemente, I., Perelló-Marín, M. R., & Ribes-Giner, G. (2020). Sustainable development, economic and financial factors, influence the opportunity-driven entrepreneurship. An fsQCA approach. Journal of Business Research, 115, 393-402. https://doi.org/10.1016/j.jbusres.2019.10.031

Coates, T. T., & McDermott, C. M. (2002). An exploratory analysis of new competencies: a resource based view perspective. Journal of Operations Management, 20(5), 435-450. https://doi.org/10.1016/S0272-6963(02)00023-2

Driscoll, J. C., & Kraay, A. C. (1998). Consistent covariance matrix estimation with spatially dependent panel data. Review of Economics and Statistics, 80(4), 549-560. https://doi.org/10.1162/003465398557825

El Shafeey, T., & Trott, P. (2014). Resource-based competition: three schools of thought and thirteen criticisms. European Business Review, 26(2), 122-148. https://doi.org/10.1108/EBR-07-2013-0096

Elia, G., Margherita, A., & Passiante, G. (2020). Digital entrepreneurship ecosystem: How digital technologies and collective intelligence are reshaping the entrepreneurial process. Technological forecasting and social change, 150, 119791. https://doi.org/10.1016/j.techfore.2019.119791

Farooqui, M., & Mehmood, S. (2026). Strategic Resources and Sustainable Competitive Advantage: An Empirical Examination Through the Resource-Based View. Advance Journal of Econometrics and Finance, 4(1), 1796-1806. https://doi.org/10.63075/tqpg0861

Galindo-Martín, M. A., Méndez-Picazo, M. T., & Castaño-Martínez, M. S. (2020). The role of innovation and institutions in entrepreneurship and economic growth in two groups of countries. International Journal of Entrepreneurial Behavior & Research, 26(3), 485-502. https://doi.org/10.1108/IJEBR-06-2019-0336

Ghafar, A. (2020). Convergence between 21st century skills and entrepreneurship education in higher education institutes. International Journal of Higher Education, 9(1), 218-229. https://doi.org/10.5430/ijhe.v9n1p218

Gibbs, D. (2006). Sustainability entrepreneurs, ecopreneurs and the development of a sustainable economy. Greener management international, (55), 63-78. http://www.jstor.org/stable/greemanainte.55.63

Gomez, C. V. G. (2024). Teaching entrepreneurship in higher education: The application active based learning activities to environmental protection. Thinking Skills and Creativity, 52, 101502. DOI: https://doi.org/10.1016/j.tsc.2024.101502

Greenstein, S. (2019). Digital Infrastructure. In: Economic Analysis and Infrastructure Investment. University of Chicago Press.

Hariram, N. P., Mekha, K. B., Suganthan, V., & Sudhakar, K. (2023). Sustainalism: An integrated socio-economic-environmental model to address sustainable development and sustainability. Sustainability, 15(13), 10682. https://doi.org/10.3390/su151310682

Hausman, J. A. (1978). Specification tests in econometrics. Econometrica, 46(6), 1251-1271. https://doi.org/10.2307/1913827

Hayes, A. F. (2017). Introduction to Mediation, Moderation, and Conditional Process Analysis: A Regression-Based Approach. 2nd edn. New York: Guilford Press. https://www.scirp.org/reference/referencespapers?referenceid=3016713

Hoechle, D. (2007). Robust standard errors for panel regressions with cross-sectional dependence. The Stata Journal, 7(3), 281-312. https://doi.org/10.1177/1536867x0700700301

Hsiao, C. (2014). Analysis of Panel Data. 3rd edn. New York: Cambridge University Press. https://doi.org/10.1017/CBO9781139839327

Kaftan, V., Kandalov, W., Molodtsov, I., Sherstobitova, A., & Strielkowski, W. (2023). Socio-economic stability and sustainable development in the post-COVID era: Lessons for the business and economic leaders. Sustainability, 15(4), 2876. https://doi.org/10.3390/su15042876

Kero, C. A., & Bogale, A. T. (2023). A Systematic Review of Resource-Based View and Dynamic Capabilities of Firms and Future Research Avenues. International Journal of Sustainable Development and Planning, 18(10), 3137–3154. https://doi.org/10.18280/ijsdp.181016

Klapper, L., Love, I., & Richter, B. (2016). New Firm Registration and the Business Cycle. World Bank Policy Research Working Paper, 6775. https://ssrn.com/abstract=2394323

Kwilinski, A., Lyulyov, O., & Pimonenko, T. (2024). Green economic development and entrepreneurship transformation. Entrepreneurial Business and Economics Review, 12(4), 157-175. https://doi.org/10.15678/EBER.2024.120409

Maula, M., & Stam, W. (2019). Enhancing rigor in quantitative entrepreneurship research. Entrepreneurship Theory and Practice, 44(6), 1059-1090. https://doi.org/10.1177/1042258719891388

Miao, Q., & Nduneseokwu, C. (2024). Advancing environmental leadership: education, development, and training. In: Environmental Leadership in a VUCA Era. Springer, Singapore. 467-538. https://doi.org/10.1007/978-981-96-0324-4_10

Muzam, J. (2022). The challenges of modern economy on the competencies of knowledge workers. Journal of the knowledge economy, 14(2), 1635-1671. https://doi.org/10.1007/s13132-022-00979-y

Nature Methods. (2025). Reporting methods for reusability. Nature Methods, 22, 217. https://doi.org/10.1038/s41592-025-02615-4

O'Brien, R. M. (2007). A caution regarding rules of thumb for variance inflation factors. Quality & Quantity, 41(5), 673-690. https://doi.org/10.1007/s11135-006-9018-6

Penrose, E. T. (1959). The Theory of the Growth of the Firm. John Wiley & Sons, New York.

Pesaran, M. H. (2004). General diagnostic tests for cross section dependence in panels. Cambridge Working Papers in Economics, 0435. https://doi.org/10.2139/ssrn.572504

Prasetyo, P. E., & Kistanti, N. R. (2020). Human capital, institutional economics and entrepreneurship as a driver for quality & sustainable economic growth. Entrepreneurship and Sustainability Issues, 7(4), 2575-2589. https://doi.org/10.9770/jesi.2020.7.4(1)

Prieger, J. E., Bampoky, C., Blanco, L. R., & Liu, A. (2016). Economic growth and the optimal level of entrepreneurship. World development, 82, 95-109. https://doi.org/10.1016/j.worlddev.2016.01.013

Rashid, M., Anser, M. K., Shah, S. T. H., Nabi, A. A., Ahmad, I., et al. (2025). Fostering entrepreneurship: analyzing the influence of access to finance, innovation investment, educational attainment, infrastructure development, and regulatory environment. Future Business Journal, 11(1), 140. https://doi.org/10.1186/s43093-025-00557-z

Romer, P. M. (1990). Endogenous technological change. Journal of Political Economy, 98(5), S71-S102. https://www.jstor.org/stable/2937632

Sachs, J. D., Schmidt-Traub, G., Mazzucato, M., Messner, D., Nakicenovic, N., et al. (2019). Six transformations to achieve the sustainable development goals. Nature sustainability, 2(9), 805-814. https://doi.org/10.1038/s41893-019-0352-9

Sagar, S. (2024). Entrepreneurship: Catalyst for innovation and economic growth. International Journal of Innovative Science and Research Technology, 9(1), 81-92. https://doi.org/10.5281/zenodo.10494931

Saunders, M., Lewis, P., & Thornhill, A. (2023) Research Methods for Business Students. 8th edn. https://www.researchgate.net/publication/240218229_Research_Methods_for_Business_Students

Schultz, T. W. (1961). Investment in human capital. The American Economic Review, 51(1), 1-17. https://www.jstor.org/stable/1818907

Schwarz, G. (1978). Estimating the dimension of a model. The Annals of Statistics, 6(2), 461-464. https://www.jstor.org/stable/2958889

Sobel, M. E. (1982). Asymptotic confidence intervals for indirect effects in structural equation models. Sociological Methodology, 13, 290-312. https://www.jstor.org/stable/270723

Steininger, D. M. (2018). Linking information systems and entrepreneurship: A review and agenda for IT-associated and digital entrepreneurship research. Information Systems Journal, 29(2), 363-407. https://doi.org/10.1111/isj.12206

Suguna, M., Sreenivasan, A., Ravi, L., Devarajan, M., Suresh, M., et al. (2024). Entrepreneurial education and its role in fostering sustainable communities. Scientific reports, 14(1), 7588. https://doi.org/10.1038/s41598-024-57470-8

Tornatzky, L. G., & Fleischer, M. (1990). The Processes of Technological Innovation. Lexington: Lexington Books. https://www.scirp.org/reference/referencespapers?referenceid=4180234

Urbano, D., Audretsch, D., Aparicio, S., & Noguera, M. (2020). Does entrepreneurial activity matter for economic growth in developing countries? The role of the institutional environment. International Entrepreneurship and Management Journal, 16(3), 1065-1099. DOI: https://doi.org/10.1007/s11365-019-00621-5

Wiklund, J., Davidsson, P., Audretsch, D. B., & Karlsson, C. (2011). The future of entrepreneurship research. Entrepreneurship Theory and Practice, 35(1), 1-9. https://doi.org/10.1111/j.1540-6520.2010.00420.x

Wooldridge, J. M. (2010) Econometric Analysis of Cross Section and Panel Data. 2nd edn. Cambridge: MIT Press. https://mitpress.mit.edu/9780262232586/econometric-analysis-of-cross-section-and-panel-data/

World Bank. (2024). World Development Indicators. Washington, DC: World Bank Group. https://datatopics.worldbank.org/world-development-indicators/

Downloads

Published

2026-08-27

How to Cite

Maham, S., Awan, M. E. A., Aqib, M., Imtiaz, M., & Butt, S. (2026). Education, Economic Growth, and Digital Infrastructure as Drivers of Entrepreneurship: A Panel Data Analysis. International Journal of Business Strategy and Innovation, 1(2), 106-132. https://doi.org/10.68090/IJBSIVol1Iss2-20