IDEAS home Printed from https://ideas.repec.org/p/zbw/cegedp/410.html
   My bibliography  Save this paper

What is so special about robots and trade?

Author

Listed:
  • Alguacil Marí, María Teresa
  • Lo Turco, Alessia
  • Martínez-Zarzoso, Inmaculada

Abstract

We estimate the effect of the introduction of robots on the intensive and extensive margins of exports using a sample of Spanish manufacturing firms over the period 1994-2014. The empirical strategy used to identify the causal impact of robot adoption on the firm level export performance consists on combining propensity score matching (PSM) and difference in differences (DID) techniques. The results show that firms that start to use robots experience a sharp increase in their export probability, export sales and share of exports in total output and this result is robust to a wide array of checks. Robot adoption not only helps firms to start exporting and moves their specialisation towards intermediate products, but also favours export survival and export sales of exporting firms. The main results are driven by firms active in non-comparative advantage industries facing higher export sunk costs and market penetration costs and by those specialised in the production of intermediates, which can explain the increasing participation of Spain in global value chains. Inspection of the transmission channels suggests that the positive impact of robot adoption on exports could be driven by its positive effect on firm TFP and import probability.

Suggested Citation

  • Alguacil Marí, María Teresa & Lo Turco, Alessia & Martínez-Zarzoso, Inmaculada, 2020. "What is so special about robots and trade?," University of Göttingen Working Papers in Economics 410, University of Goettingen, Department of Economics.
  • Handle: RePEc:zbw:cegedp:410
    as

    Download full text from publisher

    File URL: https://www.econstor.eu/bitstream/10419/228539/1/174427214X.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Feng, Ling & Li, Zhiyuan & Swenson, Deborah L., 2016. "The connection between imported intermediate inputs and exports: Evidence from Chinese firms," Journal of International Economics, Elsevier, vol. 101(C), pages 86-101.
    2. James J. Heckman & Rodrigo Pinto, 2015. "Econometric Mediation Analyses: Identifying the Sources of Treatment Effects from Experimentally Estimated Production Technologies with Unmeasured and Mismeasured Inputs," Econometric Reviews, Taylor & Francis Journals, vol. 34(1-2), pages 6-31, February.
    3. Francesco Chiacchio & Georgios Petropoulos & David Pichler, 2018. "The impact of industrial robots on EU employment and wages- A local labour market approach," Working Papers 25186, Bruegel.
    4. Philippe Aghion & Céline Antonin & Simon Bunel, 2019. "Artificial Intelligence, Growth and Employment: The Role of Policy," Economie et Statistique / Economics and Statistics, Institut National de la Statistique et des Etudes Economiques (INSEE), issue 510-511-5, pages 149-164.
    5. , & Stiebale, Joel & Woessner, Nicole, 2020. "Robots and the rise of European superstar firms," CEPR Discussion Papers 15080, C.E.P.R. Discussion Papers.
    6. Richard Blundell & Monica Costa Dias, 2009. "Alternative Approaches to Evaluation in Empirical Microeconomics," Journal of Human Resources, University of Wisconsin Press, vol. 44(3).
    7. repec:diw:diwwpp:dp485 is not listed on IDEAS
    8. Basile, Roberto, 2001. "Export behaviour of Italian manufacturing firms over the nineties: the role of innovation," Research Policy, Elsevier, vol. 30(8), pages 1185-1201, October.
    9. Van Assche, Ari, 2008. "Modularity and the organization of international production," Japan and the World Economy, Elsevier, vol. 20(3), pages 353-368, August.
    10. Davide Dottori, 2021. "Robots and employment: evidence from Italy," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(2), pages 739-795, July.
    11. Alessia Lo Turco & Daniela Maggioni, 2013. "On the Role of Imports in Enhancing Manufacturing Exports," The World Economy, Wiley Blackwell, vol. 36(1), pages 93-120, January.
    12. Alessandro Sterlacchini, 2001. "The determinants of export performance: A firm-level study of Italian manufacturing," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 137(3), pages 450-472, September.
    13. Krenz, Astrid & Prettner, Klaus & Strulik, Holger, 2021. "Robots, reshoring, and the lot of low-skilled workers," European Economic Review, Elsevier, vol. 136(C).
    14. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    15. Maria Bas & Vanessa Strauss-Khan, 2014. "Does importing more inputs raise exports? Firm-level evidence from France," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-01297202, HAL.
    16. Aida Caldera, 2010. "Innovation and exporting: evidence from Spanish manufacturing firms," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 146(4), pages 657-689, December.
    17. James Heckman & Rodrigo Pinto & Peter Savelyev, 2013. "Understanding the Mechanisms through Which an Influential Early Childhood Program Boosted Adult Outcomes," American Economic Review, American Economic Association, vol. 103(6), pages 2052-2086, October.
    18. Alessia Lo Turco & Daniela Maggioni, 2015. "Dissecting the impact of innovation on exporting in Turkey," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 24(4), pages 309-338, June.
    19. László Halpern & Miklós Koren & Adam Szeidl, 2015. "Imported Inputs and Productivity," American Economic Review, American Economic Association, vol. 105(12), pages 3660-3703, December.
    20. 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.
    21. Miguel Almunia & Pol Antràs & David Lopez-Rodriguez & Eduardo Morales, 2021. "Venting Out: Exports during a Domestic Slump," American Economic Review, American Economic Association, vol. 111(11), pages 3611-3662, November.
    22. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    23. Andrew B. Bernard & J. Bradford Jensen, 2004. "Why Some Firms Export," The Review of Economics and Statistics, MIT Press, vol. 86(2), pages 561-569, May.
    24. Carbonero, Francesco. & Ernst, Ekkehard & Weber, Enzo., 2018. "Robots worldwide the impact of automation on employment and trade," ILO Working Papers 995008793402676, International Labour Organization.
    25. David Klenert & Enrique Fernández-Macías & José-Ignacio Antón, 2023. "Do robots really destroy jobs? Evidence from Europe," Economic and Industrial Democracy, Department of Economic History, Uppsala University, Sweden, vol. 44(1), pages 280-316, February.
    26. Alberto Abadie & Guido W. Imbens, 2008. "On the Failure of the Bootstrap for Matching Estimators," Econometrica, Econometric Society, vol. 76(6), pages 1537-1557, November.
    27. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    28. Bruno Cassiman & Elena Golovko, 2011. "Innovation and internationalization through exports," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 42(1), pages 56-75, January.
    29. Artuc, Erhan & Bastos, Paulo & Rijkers, Bob, 2023. "Robots, tasks, and trade," Journal of International Economics, Elsevier, vol. 145(C).
    30. Maria Bas & Vanessa Strauss-Kahn, 2014. "Does importing more inputs raise exports? Firm-level evidence from France," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 150(2), pages 241-275, May.
    31. Faber, Marius, 2020. "Robots and reshoring: Evidence from Mexican labor markets," Journal of International Economics, Elsevier, vol. 127(C).
    32. Antonio Navas & Francesco Serti & Chiara Tomasi, 2020. "The role of the gravity forces on firms’ trade," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 53(3), pages 1059-1097, August.
    33. Cassiman, Bruno & Golovko, Elena & Martínez-Ros, Ester, 2010. "Innovation, exports and productivity," International Journal of Industrial Organization, Elsevier, vol. 28(4), pages 372-376, July.
    34. Ballestar, María Teresa & Díaz-Chao, Ángel & Sainz, Jorge & Torrent-Sellens, Joan, 2020. "Knowledge, robots and productivity in SMEs: Explaining the second digital wave," Journal of Business Research, Elsevier, vol. 108(C), pages 119-131.
    35. Emin Dinlersoz & Zoltan Wolf, 2018. "Automation, Labor Share, and Productivity: Plant-Level Evidence from U.S. Manufacturing," Working Papers 18-39, Center for Economic Studies, U.S. Census Bureau.
    36. Koen De Backer & Timothy DeStefano & Carlo Menon & Jung Ran Suh, 2018. "Industrial robotics and the global organisation of production," OECD Science, Technology and Industry Working Papers 2018/03, OECD Publishing.
    37. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    38. Wakelin, Katharine, 1998. "Innovation and export behaviour at the firm level," Research Policy, Elsevier, vol. 26(7-8), pages 829-841, April.
    39. George J. Borjas & Richard B. Freeman, 2019. "From Immigrants to Robots: The Changing Locus of Substitutes for Workers," NBER Working Papers 25438, National Bureau of Economic Research, Inc.
    40. repec:hal:spmain:info:hdl:2441/7n49nkmngd8448a5ts5gt5ade0 is not listed on IDEAS
    41. Alberto Abadie & Guido W. Imbens, 2006. "Large Sample Properties of Matching Estimators for Average Treatment Effects," Econometrica, Econometric Society, vol. 74(1), pages 235-267, January.
    42. Katherine Stapleton & Michael Webb, 2020. "Automation, trade and multinational activity: Micro evidence from Spain," CSAE Working Paper Series 2020-16, Centre for the Study of African Economies, University of Oxford.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Lin, Changqing & Xiao, Shengpeng & Yin, Zihui, 2022. "How do industrial robots applications affect the quality upgrade of Chinese export trade?," Telecommunications Policy, Elsevier, vol. 46(10).
    2. Yang, Siying & Liu, Fengshuo & Lu, Jingjing & He, Xiaogang, 2022. "Does occupational injury promote industrial robot applications?," Technology in Society, Elsevier, vol. 70(C).
    3. Gan, Jiawu & Liu, Lihua & Qiao, Gang & Zhang, Qin, 2023. "The role of robot adoption in green innovation: Evidence from China," Economic Modelling, Elsevier, vol. 119(C).
    4. Yin, Zi Hui & Zeng, Wei Ping, 2023. "The effects of industrial intelligence on China's energy intensity: The role of technology absorptive capacity," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    5. Dolores Añon Higón & Juan A. Daniel Bonvin, 2023. "Do digitalization spurs SMEs’ participation in foreign markets?," Working Papers 2307, Department of Applied Economics II, Universidad de Valencia.

    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. Alguacil, Maite & Lo Turco, Alessia & Martínez-Zarzoso, Inmaculada, 2022. "Robot adoption and export performance: Firm-level evidence from Spain," Economic Modelling, Elsevier, vol. 114(C).
    2. Torres Mazzi, Caio & Foster-McGregor, Neil, 2021. "Imported intermediates, technological capabilities and exports: Evidence from Brazilian firm-level data," Research Policy, Elsevier, vol. 50(1).
    3. Klump, Rainer & Jurkat, Anne & Schneider, Florian, 2021. "Tracking the rise of robots: A survey of the IFR database and its applications," MPRA Paper 107909, University Library of Munich, Germany.
    4. Wang, Ting & Zhang, Yi & Liu, Chun, 2024. "Robot adoption and employment adjustment: Firm-level evidence from China," China Economic Review, Elsevier, vol. 84(C).
    5. Filippi, Emilia & Bannò, Mariasole & Trento, Sandro, 2023. "Automation technologies and their impact on employment: A review, synthesis and future research agenda," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    6. Alessia Lo Turco & Daniela Maggioni, 2015. "Imports, Exports and the Firm Product Scope: Evidence From Turkey," The World Economy, Wiley Blackwell, vol. 38(6), pages 984-1005, June.
    7. Marco Grazzi & Nanditha Mathew & Daniele Moschella, 2021. "Making one’s own way: jumping ahead in the capability space and exporting among Indian firms," Journal of Evolutionary Economics, Springer, vol. 31(3), pages 931-957, July.
    8. Dario Guarascio & Alessandro Piccirillo & Jelena Reljic, 2024. "Will robot replace workers? Assessing the impact of robots on employment and wages with meta-analysis," LEM Papers Series 2024/03, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    9. Raffaele Brancati & Emanuela Marrocu & Manuel Romagnoli & Stefano Usai, 2018. "Innovation activities and learning processes in the crisis: evidence from Italian export in manufacturing and services," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(1), pages 107-130.
    10. Deng Liuchun & Plümpe Verena & Stegmaier Jens, 2024. "Robot Adoption at German Plants," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 244(3), pages 201-235, June.
    11. Tomasz Brodzicki & Dorota Ciolek, 2016. "Creativity pays off. Innovation, innovation strategy, and internationalization," Working Papers 1601, Instytut Rozwoju, Institute for Development.
    12. Rossi, Stefania Patrizia Sonia & Bonanno, Graziella & Giansoldati, Marco & Gregori, Tullio, 2021. "Export starters and exiters: Do innovation and finance matter?," Structural Change and Economic Dynamics, Elsevier, vol. 56(C), pages 280-297.
    13. Zhang, Yi & Wang, Ting & Liu, Chun, 2024. "Beyond the modern productivity paradox: The effect of robotics technology on firm-level total factor productivity in China," Journal of Asian Economics, Elsevier, vol. 90(C).
    14. Falk, Martin & de Lemos, Francisco Figueira, 2019. "Complementarity of R&D and productivity in SME export behavior," Journal of Business Research, Elsevier, vol. 96(C), pages 157-168.
    15. Castellani, Davide & Fassio, Claudio, 2019. "From new imported inputs to new exported products. Firm-level evidence from Sweden," Research Policy, Elsevier, vol. 48(1), pages 322-338.
    16. Tavassoli, Sam, 2013. "The Role of Product Innovation Output on Export Behavior of Firms," Papers in Innovation Studies 2013/38, Lund University, CIRCLE - Centre for Innovation Research.
    17. Cirera, Xavier & Marin, Anabel & Markwald, Ricardo, 2015. "Explaining export diversification through firm innovation decisions: The case of Brazil," Research Policy, Elsevier, vol. 44(10), pages 1962-1973.
    18. David Aristei & Davide Castellani & Chiara Franco, 2013. "Firms’ exporting and importing activities: is there a two-way relationship?," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 149(1), pages 55-84, March.
    19. Fan, Haichao & Hu, Yichuan & Tang, Lixin, 2021. "Labor costs and the adoption of robots in China," Journal of Economic Behavior & Organization, Elsevier, vol. 186(C), pages 608-631.
    20. Davide Dottori, 2021. "Robots and employment: evidence from Italy," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(2), pages 739-795, July.

    More about this item

    Keywords

    robots; firm; exports; imports; intensive margin; extensive margin; PSM; DID;
    All these keywords.

    JEL classification:

    • F14 - International Economics - - Trade - - - Empirical Studies of Trade
    • O14 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Industrialization; Manufacturing and Service Industries; Choice of Technology
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

    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:zbw:cegedp:410. 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: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/cdgoede.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.