IDEAS home Printed from https://ideas.repec.org/a/cuc/eforum/v14y2023i1p18-27.html

Human capital in the sustainable development of EU countries: A longitudinal data analysis

Author

Listed:
  • Marianna Kichurchak

Abstract

One of the prominent areas focused on identifying the key trends and factors of human capital formation for sustainable development in the EU countries is the use of panel data. This study specified the dependence of human capital in the EU countries on four factor attributes that affect its place and role in sustainable development using longitudinal data analysis. The methodological framework of this study included the econometric modelling toolkit for constructing multivariate regression equations of three types: pooled regression, fixed effects, and variable effects. To determine the parameters of multivariate regression equations, the study employed Eurostat statistics for 21 EU countries for 2013-2021, based on the completeness of the statistical indicators presented for the resultant and factor attributes and the incompleteness of such data for 2022-2024. For the three types of multivariate regression equations, the endogenous variable describing human capital is the number of students enrolled in higher education institutions in the EU and four exogenous variables. The analysis found that the best specification of the impact on human capital in the EU countries is an econometric model described by a multivariate fixed-effects regression equation. It includes three factor variables: total government spending on higher education, employment with higher education, and total environmental taxes. Considering the parameters of this equation, human capital in the sustainable development of EU countries depends on the situation on the labour market for highly skilled individuals, government policy in higher education, and environmental taxation. It was found that the values of the fixed effects for each of the EU countries are positive, specifying the differences in these countries in the formation of human capital. The multivariate regression equation of human capital in the EU countries will help to improve understanding of approaches to building partnerships in the EU countries for the implementation of sustainable development policy measures

Suggested Citation

  • Marianna Kichurchak, 2023. "Human capital in the sustainable development of EU countries: A longitudinal data analysis," E-Forum Working Papers, Economic Forum, vol. 14(1), pages 18-27, December.
  • Handle: RePEc:cuc:eforum:v:14:y:2023:i:1:p:18-27
    DOI: https://doi.org/10.62763/cb/1.2024.18
    as

    Download full text from publisher

    File URL: https://e-forum.com.ua/web/uploads/pdf/EF_14_1_2024_130978_11-09-2024_09-36-18-27.pdf
    Download Restriction: no

    File URL: https://libkey.io/https://doi.org/10.62763/cb/1.2024.18?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Conti, Maurizio & Sulis, Giovanni, 2016. "Human capital, employment protection and growth in Europe," Journal of Comparative Economics, Elsevier, vol. 44(2), pages 213-230.
    2. Han, Guixin & Cai, Xuesen, 2024. "The linkages among natural resources, sustainable energy technologies and human capital: An evidence from N-11 countries," Resources Policy, Elsevier, vol. 90(C).
    3. Gamze Sart, 2022. "Impact of Higher Education and Globalization on Sustainable Development in the New EU Member States," Sustainability, MDPI, vol. 14(19), pages 1-13, September.
    4. Payab, Ahmad Haseeb & Kautish, Pradeep & Sharma, Rajesh & Siddiqui, Aaliyah & Mehta, Atul & Siddiqui, Mujahid, 2023. "Does human capital complement sustainable development goals? Evidence from leading carbon emitter countries," Utilities Policy, Elsevier, vol. 81(C).
    5. Adam P. Balcerzak, 2016. "Multiple-criteria Evaluation of Quality of Human Capital in the European Union Countries," Working Papers 18/2016, Institute of Economic Research, revised May 2016.
    6. Magdalena Cyrek & Barbara Fura, 2019. "Employment for Sustainable Development: Sectoral Efficiencies in EU Countries," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 143(1), pages 277-318, May.
    7. Wanda Biedka & Mikołaj Herbst & Jakub Rok & Piotr Wójcik, 2022. "The local‐level impact of human capital investment within the EU cohesion policy in Poland," Papers in Regional Science, Wiley Blackwell, vol. 101(2), pages 303-325, April.
    8. Elena PELINESCU & Carmen PAUNA & Corina SAMAN & Tiberiu DIACONESCU, 2019. "Human Capital, Innovation and Economic Growth in the EU Countries," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(4), pages 160-173, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Magdalena Radulescu & Mihaela Simionescu & Mustafa Tevfik Kartal & Kamel Si Mohammed & Daniel Balsalobre-Lorente, 2025. "The Impact of Human Capital, Natural Resources, and Renewable Energy on Achieving Sustainable Cities and Communities in European Union Countries," Sustainability, MDPI, vol. 17(5), pages 1-22, March.
    2. Bottasso, Anna & Conti, Maurizio & Sulis, Giovanni, 2017. "Firm dynamics and employment protection: Evidence from sectoral data," Labour Economics, Elsevier, vol. 48(C), pages 35-53.
    3. Gilbert Cette & Jimmy Lopez & Jacques Mairesse, 2018. "Employment Protection Legislation Impacts on Capital and Skills Composition," Economie et Statistique / Economics and Statistics, Institut National de la Statistique et des Etudes Economiques (INSEE), issue 503-504, pages 109-122.
    4. Liu, Tong & Lan, Bo, 2024. "On the conflict of natural resources abundance and export upgrading in upper-middle and high-income countries," Resources Policy, Elsevier, vol. 89(C).
    5. Sweta Sen & Narayan Chandra Nayak & William Kumar Mohanty, 2023. "Impact of tropical cyclones on sustainable development through loops and cycles: evidence from select developing countries of Asia," Empirical Economics, Springer, vol. 65(5), pages 2467-2498, November.
    6. Wu, Jiazheng & Mi, Shuo & Meng, Jiahui & Yu, Nannan, 2025. "Does the residential photovoltaic station programme aid poverty alleviation? Evidence from rural China," Energy Policy, Elsevier, vol. 200(C).
    7. Mohammed Shuaibu & Popoola Timothy Oladayo, 2016. "Determinants Of Human Capital Development In Africa: A Panel Data Analysis," Oeconomia Copernicana, Institute of Economic Research, vol. 7(4), pages 523-549, December.
    8. Xianbo Li, 2022. "Sequence Model and Prediction for Sustainable Enrollments in Chinese Universities," Sustainability, MDPI, vol. 15(1), pages 1-25, December.
    9. Muhammad Haseeb & Hafezali Iqbal Hussain & Sebastian Kot & Armenia Androniceanu & Kittisak Jermsittiparsert, 2019. "Role of Social and Technological Challenges in Achieving a Sustainable Competitive Advantage and Sustainable Business Performance," Sustainability, MDPI, vol. 11(14), pages 1-23, July.
    10. Ewa Roszkowska & Bartłomiej Jefmański & Marta Kusterka-Jefmańska, 2024. "A synthetic measure for ranking overall satisfaction based on multidimensional ordinal data. The case of airlines on the TripAdvisor website," Operations Research and Decisions, Wroclaw University of Science and Technology, Faculty of Management, vol. 34(3), pages 221-242.
    11. Aydin, Mucahit & Erdem, Azad, 2024. "Analyzing the impact of resource productivity, energy productivity, and renewable energy consumption on environmental quality in EU countries: The moderating role of productivity," Resources Policy, Elsevier, vol. 89(C).
    12. Yongtian Zhu & Rui Guan & Jin Yu, 2022. "How Does Poverty Alleviation Relocation Affect the Non-Agricultural Employment of Women’s Labor Forces? Evidence from Southern Shaanxi Province," Land, MDPI, vol. 12(1), pages 1-18, December.
    13. Wang, Hao & Fidrmuc, Jan & Tian, Yunhua, 2020. "Growing against the background of colonization? Chinese labor market and FDI in a historical perspective," International Review of Economics & Finance, Elsevier, vol. 69(C), pages 1018-1031.
    14. Monica RAILEANU SZELES & Corina SAMAN, 2020. "Globalisation, Economic Growth and COVID-19. Insights from International Finance," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(3), pages 78-92, September.
    15. Belloc, Filippo, "undated". "Employee Representation Legislations and Innovation," ETA: Economic Theory and Applications 232210, Fondazione Eni Enrico Mattei (FEEM).
    16. Lina Karabetyan, 2023. "Impact of Entrepreneurial Activity and ICT Development on Sustainable Development: Evidence from High-Income Countries," Sustainability, MDPI, vol. 15(6), pages 1-14, March.
    17. Judit Oláh & Zuzana Virglerova & József Popp & Jana Kliestikova & Sándor Kovács, 2019. "The Assessment of Non-Financial Risk Sources of SMES in the V4 Countries and Serbia," Sustainability, MDPI, vol. 11(17), pages 1-19, September.
    18. von Ehrlich, Maximilian, 2024. "The importance of EU Cohesion Policy for economic growth and convergence," ZEW Discussion Papers 24-041, ZEW - Leibniz Centre for European Economic Research.
    19. Emre E. Topaloglu & Daniel Balsalobre-Lorente & Tugba Nur & Ilhan Ege, 2025. "The Relevance of Financial Development, Natural Resources, Technological Innovation, and Human Development for Carbon and Ecological Footprints: Fresh Evidence of the Resource Curse Hypothesis in G-10 Countries," Sustainability, MDPI, vol. 17(6), pages 1-32, March.
    20. Bartłomiej Marona & Annette Van den Beemt-Tjeerdsma, 2018. "Impact of Public Management Approaches on Municipal Real Estate Management in Poland and The Netherlands," Sustainability, MDPI, vol. 10(11), pages 1-15, November.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:cuc:eforum:v:14:y:2023:i:1:p:18-27. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Economic Forum (email available below). General contact details of provider: https://e-forum.com.ua/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.