UNIVERSITY-INDUSTRY COLLABORATION AS A DETERMINANT OF EMPLOYMENT AND JOB CREATION: ECONOMETRIC EVIDENCE FROM KAZAKHSTAN
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Abstract
University–industry collaboration (UIC) is widely regarded as a critical channel for knowledge transfer, research commercialization, and skilled workforce development. However, empirical evidence on its effects on employment and inclusive economic growth remains fragmented and largely indirect, and in Kazakhstan, systematic quantitative research linking UIC intensity to labour-market dynamics is virtually absent. This study investigates the influence of joint university–industry innovative projects on the national unemployment rate, accounting for lag effects and macroeconomic controls. The analysis employs annual time-series data for 2003–2024 sourced from the Bureau of National Statistics of Kazakhstan and the National Institute of Intellectual Property "QazPatent," estimating OLS regressions with Newey–West robust standard errors across baseline, one-year-lag, and two-year-lag specifications, with real GDP, patents, and gross domestic expenditure on R&D (GDERD) as controls. The results reveal a statistically significant negative association between UIC intensity and Unemployment across all models, with coefficients of −0.00072 (p = 0.023), −0.00124 (p = 0.018), and −0.00135 (p = 0.029), respectively; the one-year-lag ModelModel achieves the best fit (R² = 0.950) and implies that 100 additional projects reduce Unemployment by 0.124 percentage points. Patent activity exerts a comparably persistent negative effect, while R&D investment (GDERD) is positive and significant only in the short run. Diagnostics confirm no problematic multicollinearity (VIF < 5) and homoskedastic residuals. The findings suggest that UIC is an independent determinant of employment whose effect remains robust after controlling for macroeconomic factors and is strongest with a one-year delay, reflecting the inertial, time-dependent nature of the relationship between innovative collaboration and job creation in Kazakhstan.
JEL Classification Codes: J21, J24, I23, C33.
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Acemoglu, D., & Restrepo, P. (2018). The race between man and machine: Implications of technology for growth, factor shares, and employment. American Economic Review, 108(6), 1488–1542. https://doi.org/10.1257/aer.20160696
Acemoglu, D., & Restrepo, P. (2019). Automation and new tasks: How technology displaces and reinstates labour. Journal of Economic Perspectives, 33(2), 3–30. https://doi.org/10.1257/jep.33.2.3
Aitzhanova, D., Begentayev, M., Mukhanova, G., Antoni, A., Csiszárik-Kocsir, Á., Orazymbetova, A., & Kiss, F. (2024). Success factors of youth entrepreneurship projects based on fuzzy analytic hierarchy method on the example of Kazakhstan. Acta Polytechnica Hungarica, 21(11), 135–154. https://doi.org/10.12700/APH.21.11.2024.11.8
Altynbassov, B. (2025). University–industry collaboration: Challenges, opportunities, and pathways to strengthen university governance and financial sustainability. Industry and Higher Education, 40(4), 607–620. https://doi.org/10.1177/09504222251397490
Arenas Díaz, G., Guerrero, A. J., & Heijs, J. (2024). The effects of product and process innovation on employment: A meta-regression analysis. Eurasian Business Review, 14, 35–68. https://doi.org/10.1007/s40821-024-00259-6
Ayhan, F., & Elal, O. (2023). The impacts of technological change on employment: Evidence from OECD countries with panel data analysis. Technological Forecasting and Social Change, 190, 122439. https://doi.org/10.1016/j.techfore.2023.122439
Barbieri, L., Piva, M., & Vivarelli, M. (2019). R&D, embodied technological change, and employment: Evidence from Italian microdata. Industrial and Corporate Change, 28(1), 203–218. https://doi.org/10.1093/icc/dty001
Bessen, J. (2018). AI and jobs: The role of demand (NBER Working Paper No. 24235). National Bureau of Economic Research. https://doi.org/10.3386/w24235
Bianchini, S., & Pellegrino, G. (2019). Innovation persistence and employment dynamics. Research Policy, 48(5), 1171–1186. https://doi.org/10.1016/j.respol.2018.12.008
Bogliacino, F., & Pianta, M. (2010). Innovation and employment: A reinvestigation using revised Pavitt classes. Research Policy, 39(6), 799–809. https://doi.org/10.1016/j.respol.2010.02.017
Bogliacino, F., Piva, M., & Vivarelli, M. (2012). R&D and employment: An application of the LSDVC estimator using European microdata. Economics Letters, 116(1), 56–59. https://doi.org/10.1016/j.econlet.2012.01.010
Bureau of National Statistics, Agency for Strategic Planning and Reforms of the Republic of Kazakhstan (BNS ASPR RK).
(2026a). Education, science and innovation statistics. Retrieved from https://stat.gov.kz/en/industries/social-statistics/stat-edu-science-inno/spreadsheets/?year=&name=43171&period=&type=
Bureau of National Statistics, Agency for Strategic Planning and Reforms of the Republic of Kazakhstan (BNS ASPR RK). (2026b). Labour and income statistics – Employment and Unemployment. Retrieved from https://stat.gov.kz/en/industries/labor-and-income/stat-empt-unempl/dynamic-tables/
Bureau of National Statistics, Agency for Strategic Planning and Reforms of the Republic of Kazakhstan (BNS ASPR RK). (2026c). National accounts statistics. Retrieved from https://stat.gov.kz/en/industries/economy/national-accounts/dynamic-tables/
Bureau of National Statistics, Agency for Strategic Planning and Reforms of the Republic of Kazakhstan (BNS ASPR RK). (2026d). Statistika obrazovaniya, nauki i innovatsiĭ [Education, science and innovation statistics]. Retrieved from https://stat.gov.kz/ru/industries/social-statistics/stat-edu-science-inno/dynamic-tables/
Ćudić, B., Alešnik, P., & Hazemali, D. (2022). Factors impacting university–industry collaboration in European countries. Journal of Innovation and Entrepreneurship, 11(1), 33. https://doi.org/10.1186/s13731-022-00226-3
Darwisman, S., & Simanjuntak, Y. R. (2025). Technology and sustainability in integrated transportation hubs: A systematic literature review. Cities and Urban Development Journal, 3(2), 1. https://doi.org/10.7454/cudj.v3i2.1042
Dodonov, V. (2024). Izmeneniya otraslevoĭ struktury zanyatosti v Kazakhstane: Tendentsii i perspektivy [Changes in the sectoral structure of employment in Kazakhstan: Trends and prospects]. Rossiya i novye gosudarstva Evrazii [Russia and the New States of Eurasia], (1), 174–187. https://doi.org/10.20542/2073-4786-2024-1-174-187
Dorn, D., Katz, L. F., Patterson, C., & Van Reenen, J. (2020). The fall of the labor share and the rise of superstar firms. The Quarterly Journal of Economics, 135(2), 645–709. https://doi.org/10.1093/qje/qjaa004
Du Plessis, D. J., Angula, N., Du Plessis, C., & Tokwe, C. (2024). The impact of university–industry collaboration on graduate employability after COVID-19: Literature review. International Journal of Management Science and Business Administration, 10(6), 30-41. https://doi.org/10.18775/ijmsba.1849-5664-5419.2014.106.1003
Enke, E. J. F. L., Martens, M. L., Martens, C. D. P., Enke, D. B. S., Contador, J. C., Bachim, T., & Satyro, W. C. (2021). Critical success factors in university–industry collaboration: A bibliometric analysis. Research, Society and Development, 10(13), e248101321316. https://doi.org/10.33448/rsd-v10i13.21316
Etzkowitz, H., & Leydesdorff, L. (2000). The dynamics of innovation: From national systems and “Mode 2” to a triple helix of university–industry–government relations. Research Policy, 29(2), 109–123. https://doi.org/10.1016/S0048-7333(99)00055-4
Evans, N., Miklosik, A., & Du, J. T. (2023). University–industry collaboration as a driver of digital transformation: Types, benefits and enablers. Heliyon, 9(10), e21017. https://doi.org/10.1016/j.heliyon.2023.e21017
Fan, H. L., Huang, M. H., & Chen, D. Z. (2019). Do funding sources matter? The impact of university–industry collaboration funding sources on innovation performance of universities. Technology Analysis & Strategic Management, 31(11), 1368–1380. https://doi.org/10.1080/09537325.2019.1614158
Filippi, E., Bannò, M., & Trento, S. (2023). Automation technologies and their impact on employment: A review, synthesis and future research agenda. Technological Forecasting and Social Change, 191, 122448. https://doi.org/10.1016/j.techfore.2023.122448
Fritsch, M., & Slavtchev, V. (2011). Determinants of the efficiency of regional innovation systems. Regional Studies, 45(7), 905–918. https://doi.org/10.1080/00343400802251494
Government of the Republic of Kazakhstan. (2023). Ob utverzhdenii Kontseptsii tsifrovoĭ transformatsii, razvitiya otrasli informatsionno-kommunikatsionnykh tekhnologiĭ i kiberbezopasnosti na 2023–2029 gody [On approval of the Concept of digital transformation, development of the information and communication technologies sector, and cybersecurity for 2023–2029] (Resolution No. 269). Adilet Information and Legal System. Retrieved from https://adilet.zan.kz/rus/docs/P2300000269
Guerrero, M., Urbano, D., Cunningham, J., & Organ, D. (2014). Entrepreneurial universities in two European regions: A case study comparison. The Journal of Technology Transfer, 39(3), 415–434. https://doi.org/10.1007/s10961-012-9287-2
Hareesh, J., & Albalawi, Y. F. E. (2026). Digitalization and entrepreneurship awareness among the higher education students in Saudi Arabia. Bangladesh Journal of Multidisciplinary Scientific Research, 11(2), 71–83. https://doi.org/10.46281/bjmsr.v11i2.2855
Jonbekova, D., Kuchumova, G., Kim, T., Mukhamejanova, D., Gimranova, D., Abdildin, Y., & Alimkhanova, D. (2025). Motivations, benefits, and challenges of university–industry partnerships in Kazakhstan. International Journal of Educational Research, 130, 102486. https://doi.org/10.1016/j.ijer.2024.102486
Jonbekova, D., Mukhamejanova, D., Sparks, J., & Sarsenbayeva, A. (2024). Enhancing students’ employability through university–industry partnerships in Kazakhstan. Higher Education Policy, 39(2), 390–408. https://doi.org/10.1057/s41307-024-00392-x
Jonbekova, D., Sparks, J., Hartley, M., & Kuchumova, G. (2020). Development of university–industry partnerships in Kazakhstan: Innovation under constraint. International Journal of Educational Development, 79, 102291. https://doi.org/10.1016/j.ijedudev.2020.102291
Konle-Seidl, R., & Danesi, S. (2022). Digitalization and changes in the world of work: Literature review. European Parliament. https://data.europa.eu/doi/10.2861/291260
Kuchumova, G., Bilyalov, D., & Jonbekova, D. (2023). Faculty engagement in university–industry research partnerships: Findings from a developing country. Studies in Higher Education, 48(9), 1455–1467. https://doi.org/10.1080/03075079.2023.2203135
Lachenmaier, S., & Rottmann, H. (2011). Effects of innovation on employment: A dynamic panel analysis. International Journal of Industrial Organization, 29(2), 210–220. https://doi.org/10.1016/j.ijindorg.2010.05.004
Lazzaro, E. (2021). Linking the creative economy with universities’ entrepreneurship: A spillover approach. Sustainability, 13(3), 1078. https://doi.org/10.3390/su13031078
Malik, K., & Wickramasinghe, V. (2015). Initiating university–industry collaborations in developing countries [Conference paper]. 5th Annual International Conference on Innovation & Entrepreneurship (IE 2015). Retrieved from https://www.academia.edu/37019529/university_industry_collaborations_in_developing_countries
Marguerit, D. (2025). Augmenting or automating labor? The effect of AI development on new work, employment, and wages. arXiv. https://doi.org/10.48550/arXiv.2503.19159
Narbaev, T., Amirbekova, D., & Bakdaulet, A. (2025). A decade of transformation in higher education and science in Kazakhstan: A literature and scientometric review of national projects and research trends. Publications, 13(3), 35. https://doi.org/10.3390/publications13030035
National Institute of Intellectual Property “QazPatent”. (2026). Annual reports. Retrieved from https://qazpatent.kz/en/qazpatent-turaly/zhyldyq-esep
OECD. (2023). OECD employment outlook 2023: Artificial intelligence and the labour market. OECD Publishing. https://doi.org/10.1787/08785bba-en
OECD. (2024). The impact of artificial intelligence on productivity, distribution and growth. OECD Publishing. Retrieved from https://www.oecd.org/content/dam/oecd/en/publications/reports/2024/04/the-impact-of-artificial-intelligence-on-productivity-distribution-and-growth_d54e2842/8d900037-en.pdf
Piva, M., & Vivarelli, M. (2018). Technological change and employment: Were Ricardo and Marx right? (IZA Discussion Paper No. 10471). Institute of Labor Economics. Retrieved from https://hdl.handle.net/10419/161094
Palippui, H., Rosyid, D. M., & Sade, J. (2025). Digital logistics anomaly management systems (DLAMS): A bibliometric analysis and research framework. The Asian Journal of Shipping and Logistics, 41(4), 205–215. https://doi.org/10.1016/j.ajsl.2025.09.003
Radosevic, S., & Myrzakhmet, M. (2009). Between vision and reality: Promoting innovation through technoparks in an emerging economy. Technovation, 29(10), 645–656. https://doi.org/10.1016/j.technovation.2009.04.001
Roman, M., Varga, H., Cvijanovic, V., & Reid, A. (2020). Quadruple helix models for sustainable regional innovation: Engaging and facilitating civil society participation. Economies, 8(2), 48. https://doi.org/10.3390/economies8020048
Satpayeva, Z. T. (2017). State and prospects of development of Kazakhstan innovative infrastructure. European Research Studies Journal, 20(2B), 123–148. Retrieved from https://www.ersj.eu/repec/ers/papers/17_2_B_p8.pdf
Sithole, M. M., & Buchana, Y. (2021). Effects of innovation activities on employment growth in upper-middle-income countries with high unemployment rates. Development Southern Africa, 38(3), 371–390. https://doi.org/10.1080/0376835X.2020.1796595
Smirnova, Y. V. (2016). University–industry knowledge transfer in an emerging economy: Evidence from Kazakhstan. Science and Public Policy, 43(5), 702–712. https://doi.org/10.1093/scipol/scv074
Støren, L. A., & Aamodt, P. O. (2010). The quality of higher education and employability of graduates. Quality in Higher Education, 16(3), 297–313. https://doi.org/10.1080/13538322.2010.506726
Tereshchenko, E., Salmela, E., & Melkko, E. (2024). Emerging best strategies and capabilities for university–industry cooperation: Opportunities for MSMEs and universities to improve collaboration. Journal of Innovation and Entrepreneurship, 13, 28. https://doi.org/10.1186/s13731-024-00386-4
Togaibayeva, L., Omarova, A., Rakhimberdinova, M., & Zeinullina, Z. (2026). Regional economic resilience: The impact of digitalization on labor productivity dynamics. Bangladesh Journal of Multidisciplinary Scientific Research, 11(2), 58–70. https://doi.org/10.46281/bjmsr.v11i2.2854
Vaaland, T. I., & Ishengoma, E. (2016). University–industry linkages in developing countries: Perceived effect on innovation. Education + Training, 58(9), 1014–1040. https://doi.org/10.1108/ET-07-2015-0067
Vivarelli, M. (2014). Innovation, employment and skills in advanced and developing countries: A survey of economic literature. Journal of Economic Issues, 48(1), 123–154. https://doi.org/10.2753/JEI0021-3624480106
Vuoriainen, A., Rikala, P., Heilala, V., Lehesvuori, S., Oz, S., Kettunen, L., & Hämäläinen, R. (2024). The six C’s of successful higher education–industry collaboration in engineering education: A systematic literature review. European Journal of Engineering Education, 50(1), 26–50. https://doi.org/10.1080/03043797.2024.2432440
Willcocks, L. P. (2024). Automation, digitalization and the future of work: A critical review. Journal of Electronic Business & Digital Economics, 3(2), 184–199. https://doi.org/10.1108/JEBDE-09-2023-0018
World Bank. (2021). The technology–employment trade-off. World Bank. Retrieved from https://openknowledge.worldbank.org/entities/publication/da86d58c-0832-5862-870e-41ec0c1d506a
World Bank. (2023). Mining sector diagnostic – Kazakhstan report (Report No. P176745). World Bank. Retrieved from https://documents1.worldbank.org/curated/en/099081823001539573/pdf/P17674501063760b08b290a4ae6547845d.pdf
Yang, Q., Wang, C., Ying, H., Jiang, H., & Fu, Z. (2025). Review on barriers and drivers of university–industry collaborative innovation: A stakeholder perspective. Sustainable Futures, 9, 100771. https://doi.org/10.1016/j.sftr.2025.100771
Zabiyeva, K. K., Zhiyembayev, Z. T., Seitova, S., Kalzhanova, G. K., & Yesseikyzy, A. (2026). Formation of digital competences of students in the system of higher pedagogical education. Bangladesh Journal of Multidisciplinary Scientific Research, 11(1), 43–54. https://doi.org/10.46281/bjmsr.v11i1.2760
Zhou, C., Zheng, H., & Wan, S. (2023). Industrial structure, employment structure and economic growth: Evidence from China. Sustainability, 15(4), 2890. https://doi.org/10.3390/su15042890