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E-Government Clusters In The Eu Based On The Gaussian Mixture Models

Author

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  • Armenia ANDRONICEANU

    (Bucharest University of Economic Studies, Bucharest, Romania)

  • Jani KINNUNEN

    (Åbo Akademi, Turku, Finland)

  • Irina GEORGESCU

    (3 University Lecture PhD, Bucharest University of Economic Studies, Bucharest, Romania)

Abstract

The use of advanced ICT technologies and the support of new ways of thinking, acting and working in public administration, together with the increased provision of information and interactive services accessible through various channels, is the foundation of eGovernment. In recent years, there has been visible progress in all EU countries in terms of the general framework for e-government strategy, which is based on best practices and methodologies. The aim of our research is to discover the way in which the EU states are situated from the point of view of the digitalization of the administration. For this I used Gaussian models. The main research parameters were: accessibility; transparency, investments in information and communication technologies and investments in infrastructure related to public administrations in EU countries. The results show significant differences between state administrations. We applied Gaussian Mixture Model clustering in order to make an analysis of the national E-government situation in the European Union for 2018. The GMM algorithm estimated six clusters. We find that the first cluster, with Nordic countries, Netherlands and Austria, has the highest values of telecommunication infrastructure, citizens’ access to e-government services and Transparency International’s Corruption Perception Index. At the opposite pole, in cluster 2, Romania and Bulgaria have the lowest values of these three indicators, while their public investment levels are not significantly under EU averages. Our research provides not only an overview of the digitization of administrations, but also what are the main lags that state administrations have to recover in order to reach a digital system integrated into the EU's administrative space.

Suggested Citation

  • Armenia ANDRONICEANU & Jani KINNUNEN & Irina GEORGESCU, 2020. "E-Government Clusters In The Eu Based On The Gaussian Mixture Models," REVISTA ADMINISTRATIE SI MANAGEMENT PUBLIC, Faculty of Administration and Public Management, Academy of Economic Studies, Bucharest, Romania, vol. 2020(35), pages 6-20, December.
    • Handle: RePEc:rom:rampas:v:2020:y:2020:i:35:p:6-20
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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. Karine Alexandrovna Barmuta & Elvir Munirovich Akhmetshin & Iryna Yevheniivna Andryushchenko & Asiyat Akhmedovna Tagibova & Galina Vladimirovna Meshkova & Angelina Olegovna Zekiy, 2020. "Problems of business processes transformation in the context of building digital economy," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 8(1), pages 945-959, September.
    3. Zane Zeibote & Tatjana Volkova & Kiril Todorov, 2019. "The impact of globalization on regional development and competitiveness: cases of selected regions," Post-Print hal-02115275, HAL.
    4. Zane Zeibote & Tatjana Volkova & Kiril Todorov, 2019. "The impact of globalization on regional development and competitiveness: cases of selected regions," Insights into Regional Development, VsI Entrepreneurship and Sustainability Center, vol. 1(1), pages 33-47, March.
    5. Zdenko Metzker & Justas Streimikis, 2020. "Csr Activities In The Czech Sme Segment," International Journal of Entrepreneurial Knowledge, Center for International Scientific Research of VSO and VSPP, vol. 8(1), pages 49-64, June.
    6. repec:ssi:jouesi:v:1:y:2019:i:1:p:33-47 is not listed on IDEAS
    7. Imola Cseh Papp & Erika Varga & Loreta Schwarczová & László Hajós, 2018. "Public Work In An International And Hungarian Context," Central European Journal of Labour Law and Personnel Management, Labour Law Association, vol. 1(1).
    8. Sergey Revyakin, 2019. "Functionality Of E-Participation Platforms: Why Social Networks?," Public administration issues, Higher School of Economics, issue 3, pages 88-106.
    9. Žiga Kotnik & Maja Klun & Renata Slabe-Erker, 2020. "Identification of the Factors That Affect the Environmental Administrative Burden for Businesses," Sustainability, MDPI, vol. 12(16), pages 1-15, August.
    10. Valentina Kvanina & Elizaveta Gromova & Alena Spiridonova, 2019. "Information Support of Small and Medium-Sized Enterprises in the E-Government Structure," Public administration issues, Higher School of Economics, issue 1, pages 61-84.
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    More about this item

    Keywords

    Clustering; Digitalization; E-Government; European Union; Gaussian Mixture Models;
    All these keywords.

    JEL classification:

    • C35 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions
    • C43 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Index Numbers and Aggregation
    • C87 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Econometric Software

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