IDEAS home Printed from https://ideas.repec.org/p/lue/wpaper/426.html
   My bibliography  Save this paper

Robots and Extensive Margins of Exports - Evidence for Manufacturing Firms from 27 EU Countries

Author

Listed:
  • Joachim Wagner

    (Leuphana Universität Lüneburg, Institut für Volkswirtschaftslehre and Kiel Centre for Globalization)

Abstract

The use of robots by firms can be expected to go hand in hand with higher productivity, higher product quality and more product innovation, which should be positively related to export activities. This paper uses firm level data from the Flash Eurobarometer 486 survey conducted in February – May 2020 to investigate the link between the use of robots and export activities in manufacturing enterprises from the 27 member countries of the European Union. Applying standard parametric econometric models and a new machine-learning estimator, Kernel-Regularized Least Squares (KRLS), we find that firms which use robots do more often export, do more often export to various destinations all over the world, and do export to more different destinations. The estimated robots premium for extensive margins of exports is statistically highly significant after controlling for firm size, firm age, patents, and country. Furthermore, the size of this premium can be considered to be large. Extensive margins of exports and the use of robots are positively related.

Suggested Citation

  • Joachim Wagner, 2024. "Robots and Extensive Margins of Exports - Evidence for Manufacturing Firms from 27 EU Countries," Working Paper Series in Economics 426, University of Lüneburg, Institute of Economics.
  • Handle: RePEc:lue:wpaper:426
    as

    Download full text from publisher

    File URL: https://www.leuphana.de/fileadmin/user_upload/Forschungseinrichtungen/ifvwl/WorkingPapers/lue/pdf/wp_426_Upload.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Bernard, Andrew B. & Bradford Jensen, J., 1999. "Exceptional exporter performance: cause, effect, or both?," Journal of International Economics, Elsevier, vol. 47(1), pages 1-25, February.
    2. Joachim Wagner, 2016. "Exports and Productivity: A Survey of the Evidence from Firm Level Data," World Scientific Book Chapters, in: Microeconometrics of International Trade, chapter 1, pages 3-41, World Scientific Publishing Co. Pte. Ltd..
    3. Hainmueller, Jens & Hazlett, Chad, 2014. "Kernel Regularized Least Squares: Reducing Misspecification Bias with a Flexible and Interpretable Machine Learning Approach," Political Analysis, Cambridge University Press, vol. 22(2), pages 143-168, April.
    4. Jean-Joseph Minviel & Faten Ben Bouheni, 2022. "The impact of research and development (R&D) on economic growth: new evidence from kernel-based regularized least squares," Post-Print hal-03786777, HAL.
    5. Jean-Joseph Minviel & Faten Ben Bouheni, 2022. "The impact of research and development (R&D) on economic growth: new evidence from kernel-based regularized least squares," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 23(5), pages 583-604, July.
    6. Ferwerda, Jeremy & Hainmueller, Jens & Hazlett, Chad J., 2017. "Kernel-Based Regularized Least Squares in R (KRLS) and Stata (krls)," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 79(i03).
    7. Janos Ferencz & Javier López González & Irene Oliván García, 2022. "Artificial Intelligence and international trade: Some preliminary implications," OECD Trade Policy Papers 260, OECD Publishing.
    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. Joachim Wagner, 2024. "Cloud Computing and Extensive Margins of Exports - Evidence for Manufacturing Firms from 27 EU Countries," Working Paper Series in Economics 427, University of Lüneburg, Institute of Economics.
    2. Joachim Wagner, 2024. "Estimation of empirical models for margins of exports with unknown non-linear functional forms: A Kernel-Regularized Least Squares (KRLS) approach Evidence from eight European countries," Working Paper Series in Economics 424, University of Lüneburg, Institute of Economics.
    3. Wagner, Joachim, 2023. "Big data analytics and exports: Evidence for manufacturing firms from 27 EU countries," KCG Working Papers 28, Kiel Centre for Globalization (KCG).
    4. Wagner, Joachim, 2024. "Estimation of empirical models for margins of exports with unknown nonlinear functional forms: A Kernel-Regularized Least Squares (KRLS) approach," KCG Working Papers 32, Kiel Centre for Globalization (KCG).
    5. Richard Harris & John Moffat, 2011. "R&D, Innovation and Exporting," SERC Discussion Papers 0073, Centre for Economic Performance, LSE.
    6. Marie-Ange Véganzonès-Varoudakis & Arup Mitra & Chandan Sharma, 2012. "Are Reforms Productive? Explaining Productivity and Efficiency in the Indian Manufacturing," Post-Print hal-03058727, HAL.
    7. Francesco Serti & Chiara Tomasi, 2008. "Self-Selection and Post-Entry Effects of Exports: Evidence from Italian Manufacturing Firms," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 144(4), pages 660-694, December.
    8. Naudé, Wim & Gries, Thomas & Bilkic, Natasa, 2015. "Playing the lottery or dressing up? A model of firm-level heterogeneity and the decision to export," The Quarterly Review of Economics and Finance, Elsevier, vol. 58(C), pages 1-17.
    9. Ramona Dumitriu & Razvan Stefanescu, 2015. "The Relationship Between Romanian Exports And Economic Growth After The Adhesion To European Union," Risk in Contemporary Economy, "Dunarea de Jos" University of Galati, Faculty of Economics and Business Administration, pages 17-26.
    10. Joachim Wagner, 2009. "Exporte und Firmenerfolg: Welche Firmen profitieren wie vom internationalen Handel?," AStA Wirtschafts- und Sozialstatistisches Archiv, Springer;Deutsche Statistische Gesellschaft - German Statistical Society, vol. 3(2), pages 109-122, October.
    11. Joachim Wagner, 2007. "Exports and Productivity in Germany," Applied Economics Quarterly (formerly: Konjunkturpolitik), Duncker & Humblot, Berlin, vol. 53(4), pages 353-373.
    12. Breinlich, Holger & Tucci, Alessandra, 2008. "Foreign Market Conditions and Export Performance: Evidence from Italian Firm-Level Data," Economics Discussion Papers 2715, University of Essex, Department of Economics.
    13. Dirk Engel & Christoph M. Schmidt & Vivien Procher, 2010. "The Asymmetries of a Small World: Entry Into and Withdrawal From International Markets by French Firms," Ruhr Economic Papers 0192, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
    14. Ciarli, Tommaso & Coad, Alex & Moneta, Alessio, 2023. "Does exporting cause productivity growth? Evidence from Chilean firms," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 228-239.
    15. Éltető, Andrea & Udvari, Beáta, 2018. "Nemzetköziesedés a válság után - a magyar kis- és középvállalatok exportjára ható tényezők [Internationalisation since the crisis - factors affecting exports by small and medium-sized Hungarian ent," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(4), pages 402-425.
    16. Peter Broer & Jürgen Antony, 2010. "Linkages between the Financial and the Real Sector of the Economy: A Literature Survey," CPB Document 216.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    17. Martin Andersson & Sara Johansson & Hans Lööf, 2012. "Firm Performance and International Trade – Evidence from a Small Open Economy," Chapters, in: Charlie Karlsson & Börje Johansson & Roger R. Stough (ed.), The Regional Economics of Knowledge and Talent, chapter 13, Edward Elgar Publishing.
    18. Gábor Békés & Jörn Kleinert & Farid Toubal, 2009. "Spillovers from Multinationals to Heterogeneous Domestic Firms: Evidence from Hungary," The World Economy, Wiley Blackwell, vol. 32(10), pages 1408-1433, October.
    19. Volpe Martincus, Christian & Carballo, Jerónimo, 2010. "Beyond the average effects: The distributional impacts of export promotion programs in developing countries," Journal of Development Economics, Elsevier, vol. 92(2), pages 201-214, July.
    20. Holger Breinlich & Alessandra Tucci, 2011. "Foreign market conditions and export performance: does ‘crowdedness’ reduce exports?," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 44(3), pages 991-1019, August.

    More about this item

    Keywords

    Robots; exports; firm level data; Flash Eurobarometer 486; kernel-regularized least squares (KRLS);
    All these keywords.

    JEL classification:

    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • F14 - International Economics - - Trade - - - Empirical Studies of Trade

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:lue:wpaper:426. 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: Joachim Wagner (email available below). General contact details of provider: https://leuphana.de/institute/ivwl.html .

    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.