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The Broadband Penetration in Europe

Author

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  • LEOGRANDE, ANGELO
  • COSTANTIELLO, ALBERTO
  • LAURETI, LUCIO

Abstract

In this article we estimate the determinants of broadband penetration in Europe. We use data from the European Innovation Scoreboard of the European Commission for 37 countries in the period 2010-2019. We apply Panel Data with Fixed Effects, Panel Data with Random Effects, WLS, OLS and Dynamic Panel. We found that the level of “Broadband Penetration” in Europe is positively associated to “Enterprises Providing ICT Training”, “Innovative Sales Share”, “Intellectual Assets”, “Knowledge-Intensive Service Exports”, “Turnover Share SMEs”, “Innovation Friendly Environment” and negatively associated with “Government procurement of advanced technology products”, “Sales Impact”, “Firm Investments”, “Opportunity-Driven Entrepreneurship”, “Most Cited Publications”, “Rule of Law”. In adjunct we perform a clusterization with k-Means algorithm optimized with the Silhouette Coefficient and we find the presence of three different clusters. Finally, we apply eight machine learning algorithms to predict the level of “Broadband Penetration” in Europe and we find that the Polynomial Regression algorithm is the best predictor and that the level of the variable is expected to increase of 10,4%.

Suggested Citation

  • Leogrande, Angelo & Costantiello, Alberto & Laureti, Lucio, 2021. "The Broadband Penetration in Europe," MPRA Paper 110457, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:110457
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    References listed on IDEAS

    as
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    10. Costantiello, Alberto & Laureti, Lucio & De Cristoforo, Gianluca & Leogrande, Angelo, 2021. "The Innovation-Sales Growth Nexus in Europe," MPRA Paper 106858, University Library of Munich, Germany, revised 28 Mar 2021.
    11. Leogrande, Angelo & Costantiello, Alberto, 2021. "Human Resources in Europe. Estimation, Clusterization, Machine Learning and Prediction," MPRA Paper 109749, University Library of Munich, Germany.
    12. Tasneem Fatima Alam & Nayeem Sultana & Md. Israt Rayhan, 2019. "Structural equation modeling: an application of broadband penetration and GDP growth in Asia," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 8(1), pages 1-11, December.
    13. Najeh Aissaoui, 2017. "Is Inequality Harmful for Broadband Diffusion and Economic Growth?," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 7(8), pages 799-808, August.
    Full references (including those not matched with items on IDEAS)

    Citations

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    Cited by:

    1. Leogrande, Angelo & Laureti, Lucio & Costantiello, Alberto, 2022. "The Innovation Index in Europe," MPRA Paper 112841, University Library of Munich, Germany.
    2. Leogrande, Angelo & Magaletti, Nicola & Cosoli, Gabriele & Massaro, Alessandro, 2022. "e-Government in Europe. A Machine Learning Approach," MPRA Paper 112242, University Library of Munich, Germany.
    3. Leogrande, Angelo & Magaletti, Nicola & Cosoli, Gabriele & Massaro, Alessandro, 2022. "Broadband Price Index in Europe," MPRA Paper 112243, University Library of Munich, Germany.
    4. Laureti, Lucio & Costantiello, Alberto & Matarrese, Marco Maria & Leogrande, Angelo, 2022. "Enterprises Providing ICT Training in Europe," MPRA Paper 111756, University Library of Munich, Germany.
    5. Leogrande, Angelo & Costantiello, Alberto & Laureti, Lucio & Matarrese, Marco Maria, 2022. "Innovative SMEs Collaborating with Others in Europe," MPRA Paper 113008, University Library of Munich, Germany.
    6. Leogrande, Angelo & Magaletti, Nicola & Cosoli, Gabriele & Massaro, Alessandro, 2022. "Fixed Broadband Take-Up in Europe," MPRA Paper 112246, University Library of Munich, Germany.
    7. Li, Yutao & Zhang, Jinning & Lyu, Yanwei, 2023. "Does telecommunications infrastructure promote entrepreneurship in developing countries? Evidence from a quasi-natural experiment in China," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 106-119.
    8. Laureti, Lucio & Costantiello, Alberto & Matarrese, Marco Maria & Leogrande, Angelo, 2022. "The Employment in Innovative Enterprises in Europe," MPRA Paper 111335, University Library of Munich, Germany.
    9. Leogrande, Angelo & Costantiello, Alberto & Laureti, Lucio, 2022. "The Exports of Knowledge Intensive Services. A Complex Metric Approach," MPRA Paper 113348, University Library of Munich, Germany.
    10. Costantiello, Alberto & Laureti, Lucio & Leogrande, Angelo, 2022. "Marketing and Organizational Innovations in Europe," MPRA Paper 114121, University Library of Munich, Germany.
    11. Leogrande, Angelo & Magaletti, Nicola & Cosoli, Gabriele & Giardinelli, Vito & Massaro, Alessandro, 2022. "ICT Specialists in Europe," MPRA Paper 112241, University Library of Munich, Germany.

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    More about this item

    Keywords

    General; Innovation and Invention: Processes and Incentives; Management of Technological Innovation and R&D; Technological Change: Choices and Consequences; Intellectual Property and Intellectual Capital.;
    All these keywords.

    JEL classification:

    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • O34 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Intellectual Property and Intellectual Capital

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