IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v13y2021i18p10407-d638313.html

Performance Dissimilarities in European Union Manufacturing: The Effect of Ownership and Technological Intensity

Author

Listed:
  • Lucian Belascu

    (Faculty of Economic Sciences, “Lucian Blaga” University of Sibiu, 550324 Sibiu, Romania)

  • Alexandra Horobet

    (Faculty of International Business and Economics, Bucharest University of Economic Studies, 010374 Bucharest, Romania)

  • Georgiana Vrinceanu

    (Faculty of International Business and Economics, Bucharest University of Economic Studies, 010374 Bucharest, Romania)

  • Consuela Popescu

    (Faculty of International Business and Economics, Bucharest University of Economic Studies, 010374 Bucharest, Romania)

Abstract

Our paper addresses the relevance of a set of continuous and categorical variables that describe industry characteristics to differences in performance between foreign versus locally owned companies in industries with dissimilar levels of technological intensity. Including data on manufacturing sector performance from 20 European Union member countries and covering the 2009–2016 period, we used the random forests methodology to identify the best predictors of EU manufacturing industries’ a priori classification based on two main attributes: ownership (foreign versus local) and technological intensity. We found that EU foreign-owned businesses dominate locally owned ones in terms of size, which gives them an edge in obtaining higher profits, cash flow and investments and coping with higher personnel costs. Furthermore, ownership is a more important differentiator of performance at the industry level than the industry’s technological level. The performance of foreign-owned high-tech manufacturing industry units across the EU is the most heterogeneous compared to the other four categories, indicating particularities linked to technological level, ownership, and even location. Our findings suggest that multinational enterprises in high-tech industries transfer to eastern EU countries’ activities and processes with lower technological intensity and higher labour intensity, but also that locally owned businesses, even within high-tech industries, have lower technological levels.

Suggested Citation

  • Lucian Belascu & Alexandra Horobet & Georgiana Vrinceanu & Consuela Popescu, 2021. "Performance Dissimilarities in European Union Manufacturing: The Effect of Ownership and Technological Intensity," Sustainability, MDPI, vol. 13(18), pages 1-19, September.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:18:p:10407-:d:638313
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/13/18/10407/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/13/18/10407/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Lilach Nachum, 2003. "Liability of foreignness in global competition? Financial service affiliates in the city of London," Strategic Management Journal, Wiley Blackwell, vol. 24(12), pages 1187-1208, December.
    2. Mara Grasseni, 2010. "Domestic Multinationals and Foreign-Owned Firms in Italy: Evidence from Quantile Regression," European Journal of Comparative Economics, Cattaneo University (LIUC), vol. 7(1), pages 61-86, June.
    3. Evgeny A. Kuzmin & Marina V. Vinogradova & Valentina E. Guseva, 2019. "Projection of enterprise survival rate in dynamics of regional economic sustainability: case study of Russia and the EU," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 6(4), pages 1602-1617, June.
    4. Ms. Dalia S Hakura, 1998. "The Effects of European Economic Integration on the Profitability of Industries," IMF Working Papers 1998/085, International Monetary Fund.
    5. Gary A Knight & S Tamar Cavusgil, 2004. "Innovation, organizational capabilities, and the born-global firm," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 35(2), pages 124-141, March.
    6. Chiara Bentivogli & Litterio Mirenda, 2017. "Foreign ownership and performance: evidence from a panel of Italian firms," IFC Bulletins chapters, in: Bank for International Settlements (ed.), Uses of central balance sheet data offices' information, volume 45, Bank for International Settlements.
    7. Christian Bellak, 2004. "How Domestic and Foreign Firms Differ and Why Does it Matter?," Journal of Economic Surveys, Wiley Blackwell, vol. 18(4), pages 483-514, September.
    8. Sethi, Deepak & Guisinger, Stephen, 2002. "Liability of foreignness to competitive advantage: How multinational enterprises cope with the international business environment," Journal of International Management, Elsevier, vol. 8(3), pages 223-240.
    9. Khandani, Amir E. & Kim, Adlar J. & Lo, Andrew W., 2010. "Consumer credit-risk models via machine-learning algorithms," Journal of Banking & Finance, Elsevier, vol. 34(11), pages 2767-2787, November.
    10. Smruti Ranjan Behera & Pami Dua & Bishwanath Goldar, 2012. "Foreign Direct Investment And Technology Spillover: Evidence Across Indian Manufacturing Industries," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 57(02), pages 1-23.
    11. Eleni Laitsou & Antonios Kargas & Dimitris Varoutas, 2020. "Digital Competitiveness in the European Union Era: The Greek Case," Economies, MDPI, vol. 8(4), pages 1-33, October.
    12. Robert Tibshirani, 2011. "Regression shrinkage and selection via the lasso: a retrospective," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 73(3), pages 273-282, June.
    13. Alexandra Horobet & Oana Cristina Popovici & Emanuela Zlatea & Lucian Belascu & Dan Gabriel Dumitrescu & Stefania Cristina Curea, 2021. "Long-Run Dynamics of Gas Emissions, Economic Growth, and Low-Carbon Energy in the European Union: The Fostering Effect of FDI and Trade," Energies, MDPI, vol. 14(10), pages 1-30, May.
    14. Claudio Cozza & Franco Malerba & Maria Luisa Mancusi & Giulio Perani & Andrea Vezzulli, 2012. "Innovation, profitability and growth in medium and high-tech manufacturing industries: evidence from Italy," Applied Economics, Taylor & Francis Journals, vol. 44(15), pages 1963-1976, May.
    15. Dunning, John H, 1973. "The Determinants of International Production," Oxford Economic Papers, Oxford University Press, vol. 25(3), pages 289-336, November.
    16. John H Dunning, 1988. "The Eclectic Paradigm of International Production: A Restatement and Some Possible Extensions," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 19(1), pages 1-31, March.
    17. Gary A Knight & S Tamer Cavusgil, 2004. "Innovation, organizational capabilities, and the born-global firm," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 35(4), pages 334-334, July.
    18. George Anastassopoulos, 2004. "Profitability differences between MNE subsidiaries and domestic firms: The case of the food industry in Greece," Agribusiness, John Wiley & Sons, Ltd., vol. 20(1), pages 45-60.
    19. Gray, J. Brian & Fan, Guangzhe, 2008. "Classification tree analysis using TARGET," Computational Statistics & Data Analysis, Elsevier, vol. 52(3), pages 1362-1372, January.
    20. Natália Barbosa & Helen Louri, 2005. "Corporate Performance: Does Ownership Matter? A Comparison of Foreign- and Domestic-Owned Firms in Greece and Portugal," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 27(1), pages 73-102, August.
    21. Andreas Behr & Jurij Weinblat, 2017. "Default Patterns in Seven EU Countries: A Random Forest Approach," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 24(2), pages 181-222, May.
    22. Hui Zou & Trevor Hastie, 2005. "Addendum: Regularization and variable selection via the elastic net," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 67(5), pages 768-768, November.
    23. Agusti Segarra-Blasco, 2010. "Innovation and productivity in manufacturing and service firms in Catalonia: a regional approach," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 19(3), pages 233-258.
    24. Hui Zou & Trevor Hastie, 2005. "Regularization and variable selection via the elastic net," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 67(2), pages 301-320, April.
    25. Chiara Bentivogli & Litterio Mirenda, 2017. "Foreign Ownership and Performance: Evidence from Italian Firms," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 24(3), pages 251-273, September.
    26. Porter, Michael E, 1979. "The Structure within Industries and Companies' Performance," The Review of Economics and Statistics, MIT Press, vol. 61(2), pages 214-227, May.
    27. Lööf, Hans & Heshmati, Almas & Asplund, Rita & Nåås, Svein-Olav, 2001. "Innovation and Performance in Manufacturing Industries: A Comparison of the Nordic Countries," SSE/EFI Working Paper Series in Economics and Finance 0457, Stockholm School of Economics.
    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. Alexandra Horobet & Lucian Belascu & Ștefania Cristina Curea & Alma Pentescu, 2019. "Ownership Concentration and Performance Recovery Patterns in the European Union," Sustainability, MDPI, vol. 11(4), pages 1-31, February.
    2. John P. Weche Geluebcke, 2011. "Foreign Ownership and Firm Performance in German Services: First Evidence based on Official Statistics," Working Paper Series in Economics 213, University of Lüneburg, Institute of Economics.
    3. Peter Martey Addo & Dominique Guegan & Bertrand Hassani, 2018. "Credit Risk Analysis Using Machine and Deep Learning Models," Risks, MDPI, vol. 6(2), pages 1-20, April.
    4. Shihao Gu & Bryan Kelly & Dacheng Xiu, 2020. "Empirical Asset Pricing via Machine Learning," The Review of Financial Studies, Society for Financial Studies, vol. 33(5), pages 2223-2273.
    5. Buckley, Peter J. & Munjal, Surender & Enderwick, Peter & Forsans, Nicolas, 2016. "Cross-border acquisitions by Indian multinationals: Asset exploitation or asset augmentation?," International Business Review, Elsevier, vol. 25(4), pages 986-996.
    6. Shaheer, Noman & Kim, Kijong & Li, Sali, 2022. "Internationalization of Digital Innovations: A Rapidly Evolving Research Stream," Journal of International Management, Elsevier, vol. 28(4).
    7. Mina Baliamoune‐Lutz & Mohamed A. K. Basuony & Stefan H. H. Lutz & Ehab K. A. Mohamed, 2024. "International ownership and SMEs in Middle Eastern and African economies," African Development Review, African Development Bank, vol. 36(2), pages 279-291, June.
    8. Stoyan Stoyanov & Richard Woodward & Veselina Stoyanova, 2018. "The Embedding of Transnational Entrepreneurs in Diaspora Networks: Leveraging the Assets of Foreignness," Management International Review, Springer, vol. 58(2), pages 281-312, April.
    9. Yanfang Zhang & Chuanhua Wei & Xiaolin Liu, 2022. "Group Logistic Regression Models with l p,q Regularization," Mathematics, MDPI, vol. 10(13), pages 1-15, June.
    10. Sascha Kraus & Christine Mitter & Felix Eggers & Philipp Stieg, 2017. "Drivers of internationalization success: a conjoint choice experiment on German SME managers," Review of Managerial Science, Springer, vol. 11(3), pages 691-716, July.
    11. Maria Rosaria Marcone, 2009. "THE COMPETITIVE REPOSITIONING OF SMEs WITHIN THE PROCESS OF INTERNATIONAL COMPETITION," Portuguese Journal of Management Studies, ISEG, Universidade de Lisboa, vol. 0(2), pages 101-122.
    12. Svilena Mihaylova, 2023. "Foreign Affiliates versus Domestic Firms in the Information and Communication Services Sector in Central and Eastern Europe," Bulgarian Economic Papers bep-2023-04, Faculty of Economics and Business Administration, Sofia University St Kliment Ohridski - Bulgaria // Center for Economic Theories and Policies at Sofia University St Kliment Ohridski, revised Mar 2023.
    13. Desirée Blankenburg Holm & Martin Johanson & Pao Kao, 2015. "From outsider to insider: Opportunity development in foreign market networks," Journal of International Entrepreneurship, Springer, vol. 13(3), pages 337-359, September.
    14. Chen, Ya & Tsionas, Mike G. & Zelenyuk, Valentin, 2021. "LASSO+DEA for small and big wide data," Omega, Elsevier, vol. 102(C).
    15. Tanin Sirimongkolkasem & Reza Drikvandi, 2019. "On Regularisation Methods for Analysis of High Dimensional Data," Annals of Data Science, Springer, vol. 6(4), pages 737-763, December.
    16. Alexander Jaax & Annabelle Mourougane & Frederic Gonzales, 2024. "Nowcasting services trade for the G7 economies," The World Economy, Wiley Blackwell, vol. 47(4), pages 1336-1386, April.
    17. Hamid Etemad, 2019. "Revisiting interactions of entrepreneurial, marketing, and other orientations with internationalization strategies," Journal of International Entrepreneurship, Springer, vol. 17(1), pages 1-18, March.
    18. Alex Coad & Stjepan Srhoj, 2020. "Catching Gazelles with a Lasso: Big data techniques for the prediction of high-growth firms," Small Business Economics, Springer, vol. 55(3), pages 541-565, October.
    19. van Erp, Sara & Oberski, Daniel L. & Mulder, Joris, 2018. "Shrinkage priors for Bayesian penalized regression," OSF Preprints cg8fq, Center for Open Science.
    20. Tiffany Elsten & Mark Rooij, 2022. "SUBiNN: a stacked uni- and bivariate kNN sparse ensemble," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 16(4), pages 847-874, December.

    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:gam:jsusta:v:13:y:2021:i:18:p:10407-:d:638313. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.