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Canonical Correlation Analysis and a New Composite Index on Digitalization and Labor Force in the Context of the Industrial Revolution 4.0

Author

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  • Ane-Mari Androniceanu

    (Doctoral School of Management, Bucharest University of Economic Studies, 6, Piata Romana, 010374 Bucharest, Romania)

  • Irina Georgescu

    (Department of Informatics and Economic Cybernetics, Bucharest University of Economics, 6, Piata Romana, 010374 Bucharest, Romania)

  • Manuela Tvaronavičienė

    (Department of Business Economics and Management, Vilnius Gediminas Technical University 11, eLT-10223 Vilnius, Lithuania)

  • Armenia Androniceanu

    (Department of Administration and Public Management, Bucharest University of Economics, 6, Piata Romana, 010374 Bucharest, Romania)

Abstract

The current phenomenon of the economy-accelerated digitalization, known as the “Industry 4.0”, will generate both an increased productivity, connectivity and several transformations on the labor force skills. Our research objectives are to determine the influence that digitalization has had on the workforce in several developed countries and to propose a new composite indicator that reflects these dynamics over time. We have used the Canonical Correlation Analysis (CCA) in order to identify and analyze the correlations between two sets of variables, an independent one and a dependent one. Data were collected from the World Bank and World Economic Forum for the years 2018–2019. Based on the results of our research we have determined and made a consistent analysis of the new composite index of digitalization and labor force in 19 countries. The results of our research are relevant and show not only the impact of digitalization on the labor force in different countries, but also the structural changes required by the new economic and social models. Our research can help decision-makers get in advance the necessary measures in the field of labor force in order to ensure a proper integration of these measures into the new economic model based on digitalization.

Suggested Citation

  • Ane-Mari Androniceanu & Irina Georgescu & Manuela Tvaronavičienė & Armenia Androniceanu, 2020. "Canonical Correlation Analysis and a New Composite Index on Digitalization and Labor Force in the Context of the Industrial Revolution 4.0," Sustainability, MDPI, vol. 12(17), pages 1-20, August.
    • Handle: RePEc:gam:jsusta:v:12:y:2020:i:17:p:6812-:d:402428
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    References listed on IDEAS

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    1. Jani KINNUNEN & Armenia ANDRONICEANU & Irina GEORGESCU, 2019. "Digitalization Of Eu Countries: A Clusterwise Analysis," Proceedings of the INTERNATIONAL MANAGEMENT CONFERENCE, Faculty of Management, Academy of Economic Studies, Bucharest, Romania, vol. 13(1), pages 1-12, November.
    2. Santoro, Gabriele & Bresciani, Stefano & Papa, Armando, 2020. "Collaborative modes with Cultural and Creative Industries and innovation performance: The moderating role of heterogeneous sources of knowledge and absorptive capacity," Technovation, Elsevier, vol. 92.
    3. Anna VORONTSOVA & Tetiana VASYLIEVA. & Yuriy BILAN & Grzegorz OSTASZ & Tetyana MAYBORODA, 2020. "The Influence Of State Regulation Of Education For Achieving The Sustainable Development Goals: Case Study Of Central And Eastern European Countries," REVISTA ADMINISTRATIE SI MANAGEMENT PUBLIC, Faculty of Administration and Public Management, Academy of Economic Studies, Bucharest, Romania, vol. 2020(34), pages 6-26, June.
    4. Tatiana Vitalievna Pogodina & Vera Grigoryevna Aleksakhina & Vladimir Arsenjevich Burenin & Тatiana Nicolaevna Polianova & Lenar Albertovich Yunusov, 2019. "Towards the innovation-focused industry development in a climate of digitalization: the case of Russia," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 6(4), pages 1897-1906, June.
    5. Gunnar Prause & Gunnar Prause & Sina Atari, 2017. "On sustainable production networks for Industry 4.0," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 4(4), pages 421-431, June.
    6. Irina Georgescu & Jani Kinnunen, 2019. "Well-Being and Economic Freedoms in OECD," Book chapters-LUMEN Proceedings, in: Camelia Ignatescu (ed.), 12th LUMEN International Scientific Conference Rethinking Social Action. Core Values in Practice | RSACVP 2019 | 15-17 May 2019 | Iasi – Romania, edition 1, volume 9, chapter 11, pages 108-125, Editura Lumen.
    7. Gunnar Prause & Sina Atari, 2017. "On sustainable production networks for Industry 4.0," Post-Print hal-01860909, HAL.
    8. Jana Žuľová & Marek Švec & Adam Madleňák, 2018. "Personality Aspects Of The Employee And Their Exploration From The Gdpr Perspective," Central European Journal of Labour Law and Personnel Management, Labour Law Association, vol. 1(1).
    9. Igor Linkov & Benjamin D. Trump & Kelsey Poinsatte-Jones & Marie-Valentine Florin, 2018. "Governance Strategies for a Sustainable Digital World," Sustainability, MDPI, vol. 10(2), pages 1-8, February.
    10. Henryk Dzwigol & Mariola Dzwigol-Barosz & Radosław Miśkiewicz & Aleksy Kwilinski, 2020. "Manager competency assessment model in the conditions of industry 4.0," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 7(4), pages 2630-2644, June.
    11. Andrey I. Vlasov & Vadim A. Shakhnov & Sergey S. Filin & Sergey S. Filin & Aleksey I. Krivoshein & Aleksey I. Krivoshein, 2019. "Sustainable energy systems in the digital economy: concept of smart machines," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 6(4), pages 1975-1986, June.
    12. Rubens Penha Cysne, 2009. "On the Positive Correlation between Income Inequality and Unemployment," The Review of Economics and Statistics, MIT Press, vol. 91(1), pages 218-226, February.
    13. Serhiy SHKARLET & Igor OLIYCHENKO & Maksym DUBYNA & Maryna DITKOVSKA & Vladimir ZHOVTOK, 2020. "Comparative Analysis Of Best Practices In E-Government Implementation And Use Of This Experience By Developing Countries," REVISTA ADMINISTRATIE SI MANAGEMENT PUBLIC, Faculty of Administration and Public Management, Academy of Economic Studies, Bucharest, Romania, vol. 2020(34), pages 118-136, June.
    14. Tomas PlÄ—ta & Manuela TvaronaviÄ ienÄ— & Manuela TvaronaviÄ ienÄ— & Silvia Della Casa, 2020. "Cyber effect and security management aspects in critical energy infrastructures," Insights into Regional Development, VsI Entrepreneurship and Sustainability Center, vol. 2(2), pages 538-548, June.
    15. Adetayo Olaniyi Adeniran & Hamid Mohsin Jadah & Noor Hashim Mohammed, 2020. "Impact of information technology on strategic management in the banking sector of Iraq," Insights into Regional Development, VsI Entrepreneurship and Sustainability Center, vol. 2(2), pages 592-601, June.
    16. Maja Jandriæ & Saša Ranðeloviæ, 2018. "Adaptability of the workforce in Europe – changing skills in the digital era," Zbornik radova Ekonomskog fakulteta u Rijeci/Proceedings of Rijeka Faculty of Economics, University of Rijeka, Faculty of Economics and Business, vol. 36(2), pages 757-776.
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    Cited by:

    1. Mihai Andronie & George Lăzăroiu & Mariana Iatagan & Iulian Hurloiu & Irina Dijmărescu, 2021. "Sustainable Cyber-Physical Production Systems in Big Data-Driven Smart Urban Economy: A Systematic Literature Review," Sustainability, MDPI, vol. 13(2), pages 1-15, January.
    2. Mihai Andronie & George Lăzăroiu & Roxana Ștefănescu & Cristian Uță & Irina Dijmărescu, 2021. "Sustainable, Smart, and Sensing Technologies for Cyber-Physical Manufacturing Systems: A Systematic Literature Review," Sustainability, MDPI, vol. 13(10), pages 1-23, May.
    3. Ane-Mari Androniceanu & Raluca Dana Căplescu & Manuela Tvaronavičienė & Cosmin Dobrin, 2021. "The Interdependencies between Economic Growth, Energy Consumption and Pollution in Europe," Energies, MDPI, vol. 14(9), pages 1-23, April.
    4. Monika Adamczyk & Alina Betlej, 2021. "Social determinants of digital exclusion in an ageing society. The case of Poland," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 8(3), pages 122-135, March.
    5. Bożena Gajdzik & Włodzimierz Sroka, 2021. "Resource Intensity vs. Investment in Production Installations—The Case of the Steel Industry in Poland," Energies, MDPI, vol. 14(2), pages 1-16, January.

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