IDEAS home Printed from https://ideas.repec.org/p/aah/aarhec/2017-04.html
   My bibliography  Save this paper

Foreign Ownership and Skill-biased Technological Change

Author

Listed:
  • Michael Koch

    (University of Bayreuth, Germany)

  • Marcel Smolka

    (Department of Economics and Business Economics, Aarhus University, Denmark)

Abstract

Understanding the effects of foreign direct investment and the behavior of multinational enterprises (MNEs) is a core issue in the study of international economics. We exploit within-firm variation in ownership structure induced by foreign acquisitions in Spain to provide a new angle on the relationship among foreign ownership, technology, and skills. We first develop a model in which heterogeneous firms decide endogenously about the level of technology, the share of high-skilled workers, and the level of worker training. Foreign-owned firms implement better technology than domestically owned firms due to access to foreign markets through the foreign parent. This market size effect, coupled with a technology-skill complementarity, raises the demand for high-skilled workers as well as worker training upon acquisition. The largest productivity gains predicted by the model accrue to those firms that optimally combine better technology with a larger share of high-skilled workers in production and a better trained workforce. We test these predictions on a longitudinal data set of Spanish manufacturing firms. Combining firm fixed effects with a suitable propensity score weighting estimator, we find empirical evidence that foreign-acquired firms, not only increase their technology level, but also engage in skill upgrading upon acquisition (through both hiring and training). Moreover, we show that these changes are driven by the market size effect, and not by changes in the ownership structure per se. Finally, we reveal a technology-skill complementarity in the data implying that the productivity gains associated with better technology are magnified for firms actively engaging in skill upgrading. Overall, our paper provides strong evidence for the notion that foreign MNEs "inject" skill-biased technological change into their affiliated firms.

Suggested Citation

  • Michael Koch & Marcel Smolka, 2017. "Foreign Ownership and Skill-biased Technological Change," Economics Working Papers 2017-04, Department of Economics and Business Economics, Aarhus University.
  • Handle: RePEc:aah:aarhec:2017-04
    as

    Download full text from publisher

    File URL: https://repec.econ.au.dk/repec/afn/wp/17/wp17_04.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. repec:hal:journl:hal-01297743 is not listed on IDEAS
    2. Sourafel Girma & Yundan Gong & Holger Görg & Sandra Lancheros, 2016. "Estimating direct and indirect effects of foreign direct investment on firm productivity in the presence of interactions between firms," World Scientific Book Chapters, in: MULTINATIONAL ENTERPRISES AND HOST COUNTRY DEVELOPMENT, chapter 12, pages 227-239, World Scientific Publishing Co. Pte. Ltd..
    3. Taylor, Karl & Driffield, Nigel, 2005. "Wage inequality and the role of multinationals: evidence from UK panel data," Labour Economics, Elsevier, vol. 12(2), pages 223-249, April.
    4. Delgado, Miguel A. & Farinas, Jose C. & Ruano, Sonia, 2002. "Firm productivity and export markets: a non-parametric approach," Journal of International Economics, Elsevier, vol. 57(2), pages 397-422, August.
    5. Anders Akerman & Ingvil Gaarder & Magne Mogstad, 2015. "The Skill Complementarity of Broadband Internet," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1781-1824.
    6. Kohler, Wilhelm & Smolka, Marcel, 2014. "Global sourcing and firm selection," Economics Letters, Elsevier, vol. 124(3), pages 411-415.
    7. Yasar, Mahmut & Morrison Paul, Catherine J., 2007. "International linkages and productivity at the plant level: Foreign direct investment, exports, imports and licensing," Journal of International Economics, Elsevier, vol. 71(2), pages 373-388, April.
    8. Stiebale, Joel, 2016. "Cross-border M&As and innovative activity of acquiring and target firms," Journal of International Economics, Elsevier, vol. 99(C), pages 1-15.
    9. Maria Guadalupe & Olga Kuzmina & Catherine Thomas, 2012. "Innovation and Foreign Ownership," American Economic Review, American Economic Association, vol. 102(7), pages 3594-3627, December.
    10. De Loecker, Jan, 2007. "Do exports generate higher productivity? Evidence from Slovenia," Journal of International Economics, Elsevier, vol. 73(1), pages 69-98, September.
    11. Nicholas Bloom & John Van Reenen, 2010. "Why Do Management Practices Differ across Firms and Countries?," Journal of Economic Perspectives, American Economic Association, vol. 24(1), pages 203-224, Winter.
    12. Ann Bartel & Casey Ichniowski & Kathryn Shaw, 2007. "How Does Information Technology Affect Productivity? Plant-Level Comparisons of Product Innovation, Process Improvement, and Worker Skills," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1721-1758.
    13. Natalia Ramondo, 2009. "Foreign Plants and Industry Productivity: Evidence from Chile," Scandinavian Journal of Economics, Wiley Blackwell, vol. 111(4), pages 789-809, December.
    14. Bruce A. Blonigen & Matthew J. Slaughter, 2019. "Foreign-Affiliate Activity and U.S. Skill Upgrading," World Scientific Book Chapters, in: Foreign Direct Investment, chapter 10, pages 325-367, World Scientific Publishing Co. Pte. Ltd..
    15. Heyman, Fredrik & Sjoholm, Fredrik & Tingvall, Patrik Gustavsson, 2007. "Is there really a foreign ownership wage premium? Evidence from matched employer-employee data," Journal of International Economics, Elsevier, vol. 73(2), pages 355-376, November.
    16. Luis Garicano & Claudia Steinwender, 2016. "Survive Another Day: Using Changes in the Composition of Investments to Measure the Cost of Credit Constraints," The Review of Economics and Statistics, MIT Press, vol. 98(5), pages 913-924, December.
    17. Yeaple, Stephen Ross, 2005. "A simple model of firm heterogeneity, international trade, and wages," Journal of International Economics, Elsevier, vol. 65(1), pages 1-20, January.
    18. Levy, Frank & Murnane, Richard J, 1996. "With What Skills Are Computers a Complement?," American Economic Review, American Economic Association, vol. 86(2), pages 258-262, May.
    19. Brian J. Aitken & Ann E. Harrison, 2022. "Do Domestic Firms Benefit from Direct Foreign Investment? Evidence from Venezuela," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 6, pages 139-152, World Scientific Publishing Co. Pte. Ltd..
    20. Francesca Fabbri & Jonathan E. Haskel & Matthew J. Slaughter, 2003. "Does Nationality Of Ownership Matter For Labor Demands?," Journal of the European Economic Association, MIT Press, vol. 1(2-3), pages 698-707, 04/05.
    21. Almeida, Rita, 2007. "The labor market effects of foreign owned firms," Journal of International Economics, Elsevier, vol. 72(1), pages 75-96, May.
    22. Matthias Arnold, Jens & Javorcik, Beata S., 2009. "Gifted kids or pushy parents? Foreign direct investment and plant productivity in Indonesia," Journal of International Economics, Elsevier, vol. 79(1), pages 42-53, September.
    23. Klara Sabirianova & Jan Svejnar & Katherine Terrell, 2005. "Distance to the Efficiency Frontier and Foreign Direct Investment Spillovers," Journal of the European Economic Association, MIT Press, vol. 3(2-3), pages 576-586, 04/05.
    24. Bruce A. Blonigen & Lionel Fontagné & Nicholas Sly & Farid Toubal, 2019. "Cherries for Sale: The Incidence and Timing of Cross-border M&A," World Scientific Book Chapters, in: Foreign Direct Investment, chapter 4, pages 121-177, World Scientific Publishing Co. Pte. Ltd..
    25. Hijzen, Alexander & Martins, Pedro S. & Schank, Thorsten & Upward, Richard, 2013. "Foreign-owned firms around the world: A comparative analysis of wages and employment at the micro-level," European Economic Review, Elsevier, vol. 60(C), pages 170-188.
    26. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    27. Maria Bas, 2012. "Technology Adoption, Export Status, and Skill Upgrading: Theory and Evidence," Review of International Economics, Wiley Blackwell, vol. 20(2), pages 315-331, May.
    28. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    29. J. Peter Neary, 2007. "Cross-Border Mergers as Instruments of Comparative Advantage," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 74(4), pages 1229-1257.
    30. Bruce A. Blonigen & Lionel Fontagné & Nicholas Sly & Farid Toubal, 2019. "Cherries for Sale: The Incidence and Timing of Cross-border M&A," World Scientific Book Chapters, in: Foreign Direct Investment, chapter 4, pages 121-177, World Scientific Publishing Co. Pte. Ltd..
    31. Paula Bustos, 2011. "Trade Liberalization, Exports, and Technology Upgrading: Evidence on the Impact of MERCOSUR on Argentinian Firms," American Economic Review, American Economic Association, vol. 101(1), pages 304-340, February.
    32. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    33. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    34. Alla Lileeva & Daniel Trefler, 2010. "Improved Access to Foreign Markets Raises Plant-level Productivity…For Some Plants," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(3), pages 1051-1099.
    35. Ann E. Harrison & Margaret S. McMillan, 2022. "Does direct foreign investment affect domestic credit constraints?," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 7, pages 153-180, World Scientific Publishing Co. Pte. Ltd..
    36. Steven Brakman & Harry Garretsen & Michiel Gerritse & Charles van Marrewijk & Charles van Marrewijk, 2018. "A Model of Heterogeneous Firm Matches in Cross-Border Mergers & Acquisitions," CESifo Working Paper Series 7083, CESifo.
    37. Claudia Goldin & Lawrence F. Katz, 2007. "Long-Run Changes in the Wage Structure: Narrowing, Widening, Polarizing," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 38(2), pages 135-168.
    38. Daron Acemoglu, 2003. "Patterns of Skill Premia," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 199-230.
    39. Nocke, Volker & Yeaple, Stephen, 2007. "Cross-border mergers and acquisitions vs. greenfield foreign direct investment: The role of firm heterogeneity," Journal of International Economics, Elsevier, vol. 72(2), pages 336-365, July.
    40. Carmine Ornaghi, 2006. "Assessing the effects of measurement errors on the estimation of production functions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(6), pages 879-891.
    41. Maria Bas, 2012. "Technology Adoption, Export Status, and Skill Upgrading: Theory and Evidence," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-01297743, HAL.
    42. Michael Koch, 2016. "Skills, Tasks and the Scarcity of Talent in a Global Economy," Review of International Economics, Wiley Blackwell, vol. 24(3), pages 536-563, August.
    43. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    44. Kristiina Huttunen, 2007. "The Effect of Foreign Acquisition on Employment and Wages: Evidence from Finnish Establishments," The Review of Economics and Statistics, MIT Press, vol. 89(3), pages 497-509, August.
    45. Ethan Lewis, 2011. "Immigration, Skill Mix, and Capital Skill Complementarity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(2), pages 1029-1069.
    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. Li, Zhen & Wu, Baijun & Wang, Danyang & Tang, Maogang, 2022. "Government mandatory energy-biased technological progress and enterprises' environmental performance: Evidence from a quasi-natural experiment of cleaner production standards in China," Energy Policy, Elsevier, vol. 162(C).
    2. Fabrizio Leone, 2024. "Multinationals, Robots, and the Labor Share," CESifo Working Paper Series 11396, CESifo.
    3. Leone, Fabrizio, 2021. "Foreign Ownership and Robot Adoption," CEPREMAP Working Papers (Docweb) 2111, CEPREMAP.
    4. Zhou, Xiaoxiao & Pan, Zixuan & Shahbaz, Muhammad & Song, Malin, 2020. "Directed technological progress driven by diversified industrial structural change," Structural Change and Economic Dynamics, Elsevier, vol. 54(C), pages 112-129.
    5. Marcus Roesch & Michiel Gerritse & Bas Karreman, 2024. "Careers in Multinational Enterprises Evidence on the role of option values, public involvement and stalled sites," Tinbergen Institute Discussion Papers 24-005/V, Tinbergen Institute.
    6. Dewitte, Ruben & Dumont, Michel & Merlevede, Bruno & Rayp, Glenn & Verschelde, Marijn, 2020. "Firm-Heterogeneous Biased Technological Change: A nonparametric approach under endogeneity," European Journal of Operational Research, Elsevier, vol. 283(3), pages 1172-1182.
    7. Daniel Baumgarten & Michael Irlacher & Karin Mayr‐Dorn, 2022. "Internationalization strategies of multi‐product firms: The role of technology," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 55(4), pages 1929-1965, November.
    8. Xiaoxiao Zhou & Ming Xia & Teng Zhang & Juntao Du, 2020. "Energy- and Environment-Biased Technological Progress Induced by Different Types of Environmental Regulations in China," Sustainability, MDPI, vol. 12(18), pages 1-26, September.
    9. Akin A. Cilekoglu, 2023. ""Export Destination and Firm Upgrading: Evidence from Spain"," IREA Working Papers 202306, University of Barcelona, Research Institute of Applied Economics, revised May 2023.
    10. Fabrizio Leone, 2023. "Multinationals, robots and the labor share," CEP Discussion Papers dp1900, Centre for Economic Performance, LSE.
    11. Frey, Rainer & Goldbach, Stefan, 2021. "Benefits of internationalisation for acquirers and targets - But unevenly distributed," Discussion Papers 33/2021, Deutsche Bundesbank.
    12. Bhattacharya, Mita & Okafor, Luke Emeka & Pradeep, V., 2021. "International firm activities, R&D, and productivity: Evidence from Indian manufacturing firms," Economic Modelling, Elsevier, vol. 97(C), pages 1-13.
    13. Akin A. Cilekoglu, 2023. "“Export Destination and Firm Upgrading: Evidence from Spain”," AQR Working Papers 202303, University of Barcelona, Regional Quantitative Analysis Group, revised May 2023.
    14. Peter Eppinger & Hong Ma, 2023. "Optimal Ownership and Firm Performance: An Analysis of China’s FDI Liberalization," CESifo Working Paper Series 10551, CESifo.
    15. Maria Garcia-Vega & Apoorva Gupta & Richard Kneller, 2023. "Is acquisition-FDI during an economic crisis detrimental for domestic innovation?," Discussion Papers 2023-03, University of Nottingham, GEP.
    16. Pilar Beneito & Maria Garcia-Vega & Oscar Vicente-Chirivella & Guillaume Wilemme, 2024. "Robots and firms’ labour search: The role of temporary work agencies," Discussion Papers 2024-02, University of Nottingham, GEP.
    17. Eppinger, Peter & Smolka, Marcel, 2015. "Firm Exports, Foreign Ownership, and the Global Financial Crisis," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 113039, Verein für Socialpolitik / German Economic Association.

    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. Koch, Michael & Smolka, Marcel, 2017. "Foreign Ownership and Skill-biased Technological Change," VfS Annual Conference 2017 (Vienna): Alternative Structures for Money and Banking 168202, Verein für Socialpolitik / German Economic Association.
    2. Stiebale, Joel & Vencappa, Dev, 2018. "Acquisitions, markups, efficiency, and product quality: Evidence from India," Journal of International Economics, Elsevier, vol. 112(C), pages 70-87.
    3. Maria Guadalupe & Olga Kuzmina & Catherine Thomas, 2012. "Innovation and Foreign Ownership," American Economic Review, American Economic Association, vol. 102(7), pages 3594-3627, December.
    4. Son, Sung Hyun & Kim, Young-Han, 2024. "Does cross-border M&A improve merging firms’ domestic performances?," Journal of Asian Economics, Elsevier, vol. 90(C).
    5. Fabrizio Leone, 2023. "Multinationals, robots and the labor share," CEP Discussion Papers dp1900, Centre for Economic Performance, LSE.
    6. Ali, Nesma & Stiebale, Joel, 2021. "Foreign direct investment, prices and efficiency: Evidence from India," DICE Discussion Papers 363, Heinrich Heine University Düsseldorf, Düsseldorf Institute for Competition Economics (DICE).
    7. Stiebale, Joel, 2016. "Cross-border M&As and innovative activity of acquiring and target firms," Journal of International Economics, Elsevier, vol. 99(C), pages 1-15.
    8. Wang, Jian & Wang, Xiao, 2015. "Benefits of foreign ownership: Evidence from foreign direct investment in China," Journal of International Economics, Elsevier, vol. 97(2), pages 325-338.
    9. Sourafel Girma & Holger Görg & Erasmus Kersting, 2019. "Which boats are lifted by a foreign tide? Direct and indirect wage effects of foreign ownership," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 50(6), pages 923-947, August.
    10. Gianluca Orefice & Nicholas Sly & Farid Toubal, 2021. "Cross-Border Merger and Acquisition Activity and Wage Dynamics," ILR Review, Cornell University, ILR School, vol. 74(1), pages 131-162, January.
    11. Laura Alfaro & Maggie X. Chen, 2013. "Market Reallocation and Knowledge Spillover: The Gains from Multinational Production," Working Papers 2013-17, The George Washington University, Institute for International Economic Policy.
    12. Beccari, Gabriele & Pisicoli, Beniamino & Vocalelli, Giorgio, 2023. "Barbarians at the gate? FDI and target firms’ management quality," MPRA Paper 117242, University Library of Munich, Germany.
    13. Gianluca Orefice & Nicholas Sly & Farid Toubal, 2015. "The Multinational Wage Premium and Wage Dynamics," CESifo Working Paper Series 5263, CESifo.
    14. Anders Akerman & Ingvil Gaarder & Magne Mogstad, 2015. "The Skill Complementarity of Broadband Internet," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1781-1824.
    15. Dewitte, Ruben & Dumont, Michel & Merlevede, Bruno & Rayp, Glenn & Verschelde, Marijn, 2020. "Firm-Heterogeneous Biased Technological Change: A nonparametric approach under endogeneity," European Journal of Operational Research, Elsevier, vol. 283(3), pages 1172-1182.
    16. Chen, Cheng & Steinwender, Claudia, 2021. "Import competition, heterogeneous preferences of managers, and productivity," Journal of International Economics, Elsevier, vol. 133(C).
    17. Joel Stiebale & Nicole Wößner, 2020. "M&As, Investment and Financing Constraints," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 27(1), pages 49-92, January.
    18. Fons-Rosen, Christian & Kalemli-Ozcan, Sebnem & Sørensen, Bent E. & Villegas-Sanchez, Carolina & Volosovych, Vadym, 2021. "Quantifying productivity gains from foreign investment," Journal of International Economics, Elsevier, vol. 131(C).
    19. Bruce A. Blonigen & Lionel Fontagné & Nicholas Sly & Farid Toubal, 2012. "Cherries for Sale: Export Networks and the Incidence of Cross-Border M&A," NBER Working Papers 18414, National Bureau of Economic Research, Inc.
    20. Bruce A. Blonigen & Lionel Fontagné & Nicholas Sly & Farid Toubal, 2019. "Cherries for Sale: The Incidence and Timing of Cross-border M&A," World Scientific Book Chapters, in: Foreign Direct Investment, chapter 4, pages 121-177, World Scientific Publishing Co. Pte. Ltd..

    More about this item

    Keywords

    Multinational Enterprises; Mergers and Acquisitions; Skill-biased Technological Change; Worker Training Productivity;
    All these keywords.

    JEL classification:

    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • F23 - International Economics - - International Factor Movements and International Business - - - Multinational Firms; International Business
    • G34 - Financial Economics - - Corporate Finance and Governance - - - Mergers; Acquisitions; Restructuring; Corporate Governance

    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:aah:aarhec:2017-04. 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: the person in charge (email available below). General contact details of provider: http://www.econ.au.dk/afn/ .

    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.