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Foreign Doctorate Students in Europe

Author

Listed:
  • Laureti, Lucio
  • Costantiello, Alberto
  • Matarrese, Marco Maria
  • Leogrande, Angelo

Abstract

The determinants of the presence of “Foreign Doctorate Students” among 36 European Countries for the period 2010-2019 are analyzed in this article. Panel Data with Fixed Effects, Random Effects, WLS, Pooled OLS, and Dynamic Panel are used to investigate the data. We found that the presence of Foreign Doctorate Students is positively associated to “Attractive Research Systems”, “Finance and Support”, “Rule of Law”, “Sales Impacts”, “New Doctorate Graduates”, “Basic School Entrepreneurial Education and Training”, “Tertiary Education” and negatively associated to “Innovative Sales Share”, “Innovation Friendly Environment”, “Linkages”, “Trademark Applications”, “Government Procurement of Advanced Technology Products”, “R&D Expenditure Public Sectors”. A cluster analysis was then carried out through the application of the unsupervised k-Means algorithm optimized using the Silhouette coefficient with the identification of 5 clusters. Finally, eight different machine learning algorithms were used to predict the value of the "Foreign Doctorate Students" variable. The results show that the best predictor algorithm is the "Tree Ensemble Regression" with a predicted value growing at a rate of 114.03%.

Suggested Citation

  • Laureti, Lucio & Costantiello, Alberto & Matarrese, Marco Maria & Leogrande, Angelo, 2022. "Foreign Doctorate Students in Europe," MPRA Paper 111954, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:111954
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    File URL: https://mpra.ub.uni-muenchen.de/111954/1/MPRA_paper_111954.pdf
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    References listed on IDEAS

    as
    1. Kahn, Michael & Gamedze, Thandi & Oghenetega, Joshua, 2019. "Mobility of sub-Saharan Africa doctoral graduates from South African universities—A tracer study," International Journal of Educational Development, Elsevier, vol. 68(C), pages 9-14.
    2. Betina Lopes & Mónica Lourenço, 2019. "Unveiling ‘European’ and ‘International’ Researcher Identities: A Case Study with Doctoral Students in the Humanities and Social Sciences," Social Sciences, MDPI, vol. 8(11), pages 1-16, October.
    Full references (including those not matched with items on IDEAS)

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    Cited by:

    1. Leogrande, Angelo, 2022. "Export of Medium and High-Tech Products in Europe," MPRA Paper 112619, University Library of Munich, Germany.
    2. Leogrande, Angelo, 2022. "The Employment Impact of Innovation in Europe," MPRA Paper 112517, University Library of Munich, Germany.
    3. Leogrande, Angelo, 2022. "Workers in the Knowledge Economy in Europe," MPRA Paper 112538, University Library of Munich, Germany.

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    More about this item

    Keywords

    Innovation; and Invention: Processes and Incentives; Management of Technological Innovation and R&D; Diffusion Processes; Open Innovation.;
    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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