Looking into the Antecedents of the Transformation of IT Jobs. A Country-based Perspective



Technology is changing at an exponential rate. As a result, it does have a disruptive life on society and our lives. It changes our personal lives, socialization, and interaction with people and businesses. Technology has changed and does continue to change the way we work. Along with the four industrial revolutions, many jobs have disappeared, more jobs have been created, and almost every job was transformed by automation. The 4th industrial revolution leading to Industry 4.0 is powered by artificial intelligence, robotics, Internet of things. The Information Technology (IT) industry and IT professionals primarily drive this transformation. While information technology specialists contribute with the technology they build to change their world, technology is transforming the profession responsible for this transformation. The paper looks at how digital transformation impacts the transformation of IT jobs, how government policies and managerial strategies impact the transformation of IT jobs and how employees and organizations are responding with investment in skills development. The research relies on a questionnaire-based survey with 132 Romanian IT professionals, students and computer science professors representing small and large organizations. Seven out of the nine hypotheses were supported by the data, confirming that digital transformation impacts the transformation of jobs, particularly IT jobs, and that this drives the need to build new technical and soft skills.


Acenture. (2017). Inclusion in the digital economy. Accenture, 8–28. https://www.accenture.com/_acnmedia/pdf-63/accenture-new-skills-now-inclusion-in-the-digital.pdf

ANIS. (2019a). ANIS Studiu. ANIS. https://anis.ro/resurse/#

ANIS. (2019b). Software and IT Services in Romania. ANIS. https://anis.ro/resurse/

ANIS. (2022). ANIS Studiu privind impactul industriei SW&IT. https://anis.ro/wp-content/uploads/ANIS_RB_Studiu-privind-impactul-industriei-SWIT_FINAL.pdf

Arntz, M., Gregory, T., & Zierahn, U. (2016). The Risk of Automation for Jobs in OECD Countries: A Comparative Analysis Working Papers No. 189 The Risk of Automation for Jobs in OECD Countries a Comparative Analyses. OECD Social, Employment, and Migration Working Papers, May 8–9. https://www.oecd-ilibrary.org/social-issues-migration-health/the-risk-of-automation-for-jobs-in-oecd-countries_5jlz9h56dvq7-en

Ashworth, R., & Barrows, R. (2018). Disruptive innovations VI (August Issue). https://www.citivelocity.com/citigps/disruptive-innovations-vi/

Bejinaru, R. (2013). Impact of Digitalization on Education in the Knowledge Economy. Management Dynamics in the Knowledge Economy, 7(3), 367–380. https://doi.org/10.25019/mdke/7.3.06

Bharati, P., Zhang, W., & Chaudhury, A. (2015). Better knowledge with social media? Exploring the roles of social capital and organizational knowledge management. Journal of Knowledge Management, 19(3), 456–475. https://doi.org/10.1108/JKM-11-2014-0467/FULL/XML

Bodrožić, Z., & Adler, P. S. (2018). The Evolution of Management Models: A Neo-Schumpeterian Theory. Administrative Science Quarterly, 63(1). https://doi.org/10.1177/0001839217704811

Bughin, J., Hazan, E., Lund, S., & Dahlstrom, P. (2018). Skill Shift: Automation and the Future of the Workforce. McKinsey & Company, May 8–14. https://www.mckinsey.com/featured-insights/future-of-work/skill-shift-automation-and-the-future-of-the-workforce

Cassard, A., & Hamel, J. (2018). Exponential Growth of Technology and the Impact on Economic Jobs and Teaching. The Journal of Applied Business and Economics, 20(2), 76-81.

Cohen, J. (1977). Statistical power for the behaviour sciences. Laurence Erlbaum and Associates. http://www.sciencedirect.com/science/book/9780121790608

Diamantopoulos, A., & Siguaw, J. A. (2006). Formative Versus Reflective Indicators in Organizational Measure Development: A Comparison and Empirical Illustration. British Journal of Management, 17(4), 263–282. https://doi.org/10.1111/J.1467-8551.2006.00500.X

European Commission. (2020). European skills agenda. Skills for jobs. July 2–3, 2020. https://ec.europa.eu/social/main.jsp?catId=1223&langId=en

Eurostat. (2019). Do young people in the EU have digital skills? https://ec.europa.eu/eurostat/web/products-eurostat-news

Eurostat. (2020). Adults participation in lifelong learning. https://ec.europa.eu/eurostat/web/products-eurostat-news/-/DDN-20190517-1

Ferrucci, D., Levas, A., Bagchi, S., Gondek, D., & Mueller, E. T. (2013). Watson: Beyond jeopardy! Artificial Intelligence, 199-200(1), 93–105. https://doi.org/10.1016/j.artint.2012.06.009

Fornell, C., & Larcker, D. F. (1981). Evaluating Structural Equation Models with Unobservable Variables and Measurement Error. Journal of Marketing Research, 18(1), 39-50. https://doi.org/10.2307/3151312

Frey, C. B., Buckland, R., Mcdonald, G., Garlick, R., Coombs, A., Lai, A., Mayo, R., Frey, C. B., Buckland, R., Mcdonald, G., Garlick, R., Coombs, A., Lai, A., & Mayo, R. (1990). Technology at Work. Manufacturing Engineer, 69(2), 8-10. https://doi.org/10.1049/me:19900029

Frey, C. B., Garlick, R., Badoy, E., Buiter, W., Chua, J., Hagerty, S., Richards, A., Tao, W., Yu, K., Daugherty, P., Furr, N., Channell, J., Fordham, T., Benedikt, F., Rob, G., Badoy, E., Willem, B., Chua, J., Sean, H., … Fordham, T. (2019). Technology at Work v4.0, pp. 37–38. https://www.oxfordmartin.ox.ac.uk/publications/technology-at-work-4/

Frey, C. B., & Osborne, M. A. (2017). The future of employment: How susceptible are jobs to computerisation? Technological Forecasting and Social Change, 114, 254–280. https://doi.org/10.1016/j.techfore.2016.08.019

Gibney, B. Y. E. (2016). Google masters Go. Science, 8–9. https://www.nature.com/articles/529445a.pdf?origin=ppub

Grigoraș, V., Tănase, A., & Leonte, A. (2016). Studiu al evoluțiilor sectorului IT & C în România. 1–16. https://www.bnr.ro/DocumentInformation.aspx?idInfoClass= 8161&idDocument=26052&directLink=1

Hair, J. F., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2022). A primer on partial least squares structural equation modeling (PLS-SEM). Sage.

Hair, J. F., Ringle, C. M., & Sarstedt, M. (2014). From the Special Issue Guest Editors. Https://Doi.Org/10.1080/10696679.2011.11046435, 19(2), 135–137. https://doi.org/10.1080/10696679.2011.11046435

Harari, N. (2015). Homo Deus. Harvill Secker. https://www.ynharari.com/book/homo-deus/

Harry H. Harman. (1976). Modern Factor Analysis (3rd ed. revised). University of Chicago Press.

Henseler, J., Dijkstra, T. K., Sarstedt, M., Ringle, C. M., Diamantopoulos, A., Straub, D. W., Ketchen, D. J., Hair, J. F., Hult, G. T. M., & Calantone, R. J. (2014). Common Beliefs and Reality About PLS: Comments on Rönkkö and Evermann. Organizational Research Methods, 17(2), 182–209. https://doi.org/10.1177/1094428114526928

Henseler, J., Ringle, C. M., & Sinkovics, R. R. (2009). The use of partial least squares path modeling in international marketing. Advances in International Marketing, 20, 277–319. https://doi.org/10.1108/S1474-7979(2009)0000020014/FULL/XML

Hess, T., Benlian, A., Matt, C., & Wiesböck, F. (2016). Options for formulating a digital transformation strategy. MIS Quarterly Executive, 15(2), 123–139. https://doi.org/10.4324/9780429286797-7

Hines, A. (2019). Getting ready for a post-work future. Foresight and STI Governance, 13(1), 19–30. https://doi.org/10.17323/2500-2597.2019.1.19.30

IMF. (2018). Technology and the Future of Work. In International Monetary Fund. https://www.imf.org/en/Publications/WP/Issues/2018/09/28/Technology-and-the-Future-of-Work-46203

International Organisation of Employers. (2020). IOE Centenary Global Summit on the Future of Work. February 3–9, 2020.

Ionel, D., & Alexandru-Gabriel, B. (2019). New Trends in Sustainable Business and Consumption Romanian Food Waste Analyses. https://www.researchgate.net

Kamble, S. S., Gunasekaran, A., & Gawankar, S. A. (2018). Sustainable Industry 4.0 framework: A systematic literature review identifying the current trends and future perspectives. Process Safety and Environmental Protection, 117, 408–425. https://doi.org/10.1016/j.psep.2018.05.009

Khalid, K., Hilman, H., & Kumar, D. (2012). Get along with quantitative research process. International Journal of Research in Management, 2(2), 15-29.

Kurzweil, R. (2006). The singularity is near: when humans transcend biology. Viking.

Little, M. J. (2004). Back to school What Adults Without Degrees Say About Pursuing Additional Education and Training. Strada, 69(1), 60–65. https://www.stradaeducation.org/report/back-to-school/

Madsen, D. (2019). The Emergence and Rise of Industry 4.0 Viewed through the Lens of Management Fashion Theory. Administrative Sciences, 9(3), 71. https://doi.org/10.3390/admsci9030071

Manelici, I., & Pantea, S. (2019a). Industrial Policy at Work: Evidence from Romania’s Income Tax Break for Workers in IT. SSRN Electronic Journal, May 2019. https://doi.org/10.2139/ssrn.3308591

Manelici, I., & Pantea, S. (2019b). Industrial Policy at Work: Evidence from Romania’s Income Tax Break for Workers in IT. SSRN Electronic Journal, January 2019, 19–26. https://doi.org/10.2139/ssrn.3308591

Manyika, J. (2017). What is the future of work? https://www.mckinsey.com

Manyika, J., Chui, M., & Bughin, J. (2013). Disruptive technologies: Advances that will transform life, business, and the global economy. McKinsey Global. http://www.mckinsey.com/insights/business_technology/disruptive_technologies%5Cnhttp://www.chrysalixevc.com/pdfs/mckinsey_may2013.pdf

Manyika, James., Lund, S., Chui, M., Bughin, J., Woetzel, J., Batra, P., & Ko, R. (2017). Jobs lost, jobs gained: Workforce transitions in a time of automation. McKinsey Global Institute. https://www.mckinsey.com

Martin, E. (2004). Survey Questionnaire Construction. Encyclopedia of Social Measurement, 723–732. https://doi.org/10.1016/B0-12-369398-5/00433-3

McKenna, B. (1998). Beyond The Hype Separating ambition from reality in Industry 4.0. Watson: Beyond Jeopardy! Artificial Intelligence, 22(3), 217–219. https://doi.org/10.1108/eb024669

Moore, G. E. (2009). Cramming more components onto integrated circuits, Reprinted from Electronics, volume 38, number 8, April 19, 1965, pp.114 ff. IEEE Solid-State Circuits Society Newsletter, 11(3), 33–35. https://doi.org/10.1109/n-ssc.2006.4785860

Nahavandi, S. (2019). Industry 5.0-a human-centric solution. Sustainability, 11(16), 4. https://doi.org/10.3390/su11164371

Nania, J., Bonella, H., Restuccia, D., & Taska, B. (2019a). New Skills Now. Inclusion in the Digital Economy. Accenture. https://www.accenture.com/_acnmedia/pdf-63/accenture-new-skills-now-inclusion-in-the-digital.pdf

Nania, J., Bonella, H., Restuccia, D., & Taska, B. (2019b). No Longer Optional: Employer Demand for Digital Skills. Accenture. https://www.gov.uk/government/publications/current-and-future-demand-for-digital-skills-in-the-workplace

Nathan, A. J., & Scobell, A. (2012). A Short History of AI How China sees America. Foreign Affairs, 91(5), 1689–1699. https://doi.org/10.1017/CBO9781107415324.004

Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory (3rd ed.). McGraw-Hill.

OECD. (2019). OECD Skills Outlook 2019 Thriving in a Digital World. https://www.oecd-ilibrary.org/education/oecd-skills-outlook-2019/summary/english_e98f82d2-en

OECD. (2020). Tourism Policy Responses to the coronavirus (COVID-19). https://www.oecd.org/coronavirus/policy-responses/tourism-policy-responses-to-the-coronavirus-covid-19-6466aa20/

Oztemel, E., & Gursev, S. (2018). Literature review of Industry 4.0 and related technologies. Journal of Intelligent Manufacturing, 31(1), 127–182. https://doi.org/10.1007/s10845-018-1433-8

Petcana, A. M. (2019). PwC Report: Over the next ten year, 600 000 jobs in Romania, affected by digital transformation. July Issue, PwC.

Piccarozzi, M., Aquilani, B., & Gatti, C. (2018). Industry 4.0 in management studies: A systematic literature review. Sustainability, 10(10), 1–24. https://doi.org/10.3390/su10103821

Reischauer, G. (2018). Industry 4.0 as policy-driven discourse to institutionalize innovation systems in manufacturing. Technological Forecasting and Social Change, 132, 26-33. https://doi.org/10.1016/j.techfore.2018.02.012

Roblek, V., Meško, M., & Krapež, A. (2016). A Complex View of Industry 4.0. SAGE Open, 6(2), 2-4. https://doi.org/10.1177/2158244016653987

Sanandaji, N. (2020). The Geography of Europe’ s Brain Business Jobs: 2020 Index. European Centre for Entrepreneurship and Policy Reform, 79–81. https://www.ecepr.org/wp-content/uploads/2021/04/Geography_of_Brain_-Business_Jobs_2021_Final_April.pdf

Schwab, K. (2018). Insight Report: The Future of Jobs Report. World Economic Forum. https://doi.org/10.1177/0891242417690604

Schwab, K., Zahini, S., Zahidi, S., Ratcheva, V., Hingel, G., Brown, S., Schwab, K., & Zahini, S. (2020). The Future of Jobs Report. WEF. https://www.weforum.org/reports/the-future-of-jobs-report-2020

Seroz, M. (2019). AI Future of Work. European Commission. https://op.europa.eu/en/publication-detail/-/publication/096526d7-17d8-11ea-8c1f-01aa75ed71a1

Singlehurst, T., Pejaver, N., Li, M., Gong, B. D., Pemberton, M., Singlehurst, T., Pejaver, N., Li, M., & Gong, B. D. (2020). Education: Fast Forward to the Future. https://www.citivelocity.com/citigps/education-fast-forward

Soto-Acosta, P., Cismaru, D. M., Vătămănescu, E. M., & Ciochină, R. S. (2016). Sustainable entrepreneurship in SMEs: A business performance perspective. Sustainability, 8(4), 3–12. https://doi.org/10.3390/su8040342

Stein, C. M., Morris, N. J., Hall, N. B., & Nock, N. L. (2017). Structural equation modeling. Methods in Molecular Biology, 1666, 661–664. https://doi.org/10.1007/978-1-4939-7274-6_28

Taherdoost, H. (2020). Determining Sample Size; How to Calculate Survey. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3224205

Theis, T. N., & Philip Wong, H. S. (2017). The End of Moore’s Law: A New Beginning for Information Technology. Computing in Science and Engineering, 19(2), 41–50. https://doi.org/10.1109/MCSE.2017.29

Thomas, F., & Mourad, Z. (2020). Technology for the People? Humanity as a Compass for the Digital Transformation. Wirtschaftsdienst, 100, 4-11. https://doi.org/10.1007/s10273-020-2609-3

Thompson, R., Higgins, C., & Barclay, D. W. (1995). The partial least squares approach to causal modeling: Personal computer adoption and use as an illustration. Technology Studies, 2(2), 285-309.

Thornton, J., & Riviera, D. (2019). Expert insights about employment in 2030. https://brookfieldinstitute.ca/signs-of-the-times-expert-insights-about-employment-in-2030/

Tytler, R., Bridgstock, R., White, P., Mather, D., McCandless, T., & Grant-Iramu, M. (2019). 100 Jobs of The Future. https://100jobsofthefuture.com/

van Dorsser, C., Walker, W. E., Taneja, P., & Marchau, V. A. W. J. (2018). Improving the link between the futures field and policymaking. Futures, 104, 75–84. https://doi.org/10.1016/j.futures.2018.05.004

Volini, E., & Schwartz, J. (2020). Returning to work in the future of work. Deloitte. https://www2.deloitte.com/us/en/insights/focus/human-capital-trends/2020/covid-19-and-the-future-of-work.html

Wilkinson, A., & Barry, M. (2020). The future of the future of work. Edward Elgar Publishing.

World Economic Forum (WEF). (2013). The Future of Jobs Employment, Skills and Workforce Strategy for the Fourth Industrial Revolution. World Futures Review, 5(1). https://doi.org/10.1177/1946756712473437

Wright, M. J. (2018). The Changing Nature of Work. American Journal of Public Health, 108(3), 315–316. https://doi.org/10.2105/AJPH.2017.304283

Yi, M. Y., & Davis, F. D. (2003). Developing and validating an observational learning model of computer software training and skill acquisition. Information Systems Research, 14(2), 146–169. https://doi.org/10.1287/ISRE.

Zahidi, S., Ratcheva, V., Hingel, G., Brown, S., Schwab, K., & Zahini, S. (2020). The Future of Jobs Report. WEF. https://www.weforum.org/reports/the-future-of-jobs-report-2020




How to Cite

MOLDOVEANU, I. (2022). Looking into the Antecedents of the Transformation of IT Jobs. A Country-based Perspective. Management Dynamics in the Knowledge Economy, 10(3), 251–271. Retrieved from https://www.managementdynamics.ro/index.php/journal/article/view/492