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Trade, Technology and Skills: Evidence from Turkish Microdata

Author

Listed:
  • Elena Meschi

    (CEE, Institute of Education, University of London)

  • Erol Taymaz

    (Department of Economics, Middle East Technical University, Ankara)

  • Marco Vivarelli

    (Universita Cattolica del Sacro Cuore, Milano; Institute for the Study of Labour (IZA), Bonn; Max Planck Institute of Economics, Jena; Centre for the Study of Globalisation and Regionalisation (CSGR), Warwick University)

Abstract

In this paper we report evidence on the relationship between trade openness, technology adoption and the relative demand for skilled labour in the Turkish manufacturing sector, using firm level data over the period 1980-2001. In a dynamic panel data setting, using a unique database comprising data from 17,462 firms, we estimate an augmented cost share equation whereby the wage bill share of skilled workers in a given firm is related to international exposure and technology adoption. Both at the sectoral and firm level, it emerged that R&D expenditures are positive and significantly related to skill upgrading. This result supports the skill biased technological change argument in the case of a middle-income country such as Turkey. Moreover, the sectoral analysis revealed that increasing export towards more industrialised countries (mainly the E.U.) tends to shift the production toward less skill-intensive activities. While this result is consistent with the HOSS theorem, on the other hand import penetration from more developed countries turns out to facilitate the adoption of new technologies embodied in capital and intermediate goods, thus shifting the production toward more skill-intensive technologies. This result is confirmed by the firm level analysis that finds a positive impact of technological transfer from abroad, foreign ownership and export on the demand for skills, highlighting the role of increasing globalisation in fostering skill upgrading within firms. Our microdata also allowed us to investigate the direct impact of import flows in shaping the relative demand for skills. The results showed that those firms belonging to the sectors that most raised their inputs from more developed countries also experienced a higher increase in their labour cost share of skilled workers. This finding is a further support to the hypothesis that imports from industrialised countries imply a transfer of new technologies, in turn leading to a higher demand for skilled labour.

Suggested Citation

  • Elena Meschi & Erol Taymaz & Marco Vivarelli, 2009. "Trade, Technology and Skills: Evidence from Turkish Microdata," Jena Economics Research Papers 2009-097, Friedrich-Schiller-University Jena.
    • Handle: RePEc:jrp:jrpwrp:2009-097
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    1. Paolo Epifani, 2003. "Trade liberalization, Firm Performances and Labor Market Outcomes in the Developing World, what Can We Learn From Micro-Level Data?," Rivista italiana degli economisti, Società editrice il Mulino, issue 3, pages 455-486.
    2. Taymaz, Erol & Yilmaz, Kamil, 2006. "Productivity and Trade Orientation: Turkish Manufacturing Industry Before and After the Customs Union," MPRA Paper 58843, University Library of Munich, Germany, revised 2007.
    3. J. Behrman & T.N. Srinivasan (ed.), 1995. "Handbook of Development Economics," Handbook of Development Economics, Elsevier, edition 1, volume 3, number 4.
    4. Stephen Bond & Anke Hoeffler & Jonathan Temple, 2001. "GMM Estimation of Empirical Growth Models," Economics Papers 2001-W21, Economics Group, Nuffield College, University of Oxford.
    5. Eric A. Verhoogen, 2008. "Trade, Quality Upgrading, and Wage Inequality in the Mexican Manufacturing Sector," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(2), pages 489-530.
    6. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(1), pages 35-78.
    7. Görg, Holger & Strobl, Eric, 2002. "Relative Wages, Openness and Skill-Biased Technological Change," IZA Discussion Papers 596, Institute of Labor Economics (IZA).
    8. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    9. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    10. 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.
    11. Fajnzylber, Pablo & Fernandes,Ana Margarida, 2004. "International economic activities and the demand for skilled labor: evidence from Brazil and China," Policy Research Working Paper Series 3426, The World Bank.
    12. Feenstra, Robert C & Hanson, Gordon H, 1996. "Globalization, Outsourcing, and Wage Inequality," American Economic Review, American Economic Association, vol. 86(2), pages 240-245, May.
    13. Robbins, Donald J., 2003. "The impact of trade liberalization upon inequality in developing countries : a review of theory and evidence," ILO Working Papers 993650553402676, International Labour Organization.
    14. Haskel, Jonathan & Heden, Ylva, 1999. "Computers and the Demand for Skilled Labour: Industry- and Establishment-Level Panel Evidence for the UK," Economic Journal, Royal Economic Society, vol. 109(454), pages 68-79, March.
    15. Coe, David T. & Helpman, Elhanan, 1995. "International R&D spillovers," European Economic Review, Elsevier, vol. 39(5), pages 859-887, May.
    16. Eli Berman & Rohini Somanathan & Hong W. Tan, 2010. "Is Skill-Biased Technological Change Here Yet? Evidence from Indian Manufacturing in the 1990s," NBER Chapters, in: Contributions in Memory of Zvi Griliches, pages 299-321, National Bureau of Economic Research, Inc.
    17. 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.
    18. Donald Robbins, 2003. "The impact of trade liberalization upon inequality in developing countries - A review of theory and evidence-," Documentos de Economía 3601, Universidad Javeriana - Bogotá.
    19. Eli Bekman & John Bound & Stephen Machin, 1998. "Implications of Skill-Biased Technological Change: International Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1245-1279.
    20. Rita K. Almeida, 2010. "Openness and Technological Innovation in East Asia: Have They Increased the Demand for Skills?," Asia-Pacific Development Journal, United Nations Economic and Social Commission for Asia and the Pacific (ESCAP), vol. 17(1), pages 63-95, June.
    21. Richard Blundell & Stephen Bond, 2000. "GMM Estimation with persistent panel data: an application to production functions," Econometric Reviews, Taylor & Francis Journals, vol. 19(3), pages 321-340.
    22. Piva, Mariacristina & Santarelli, Enrico & Vivarelli, Marco, 2005. "The skill bias effect of technological and organisational change: Evidence and policy implications," Research Policy, Elsevier, vol. 34(2), pages 141-157, March.
    23. Stephen R. Bond, 2002. "Dynamic panel data models: a guide to micro data methods and practice," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 141-162, August.
    24. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    25. Olga Fuentes & Simon Gilchrist, 2005. "Trade Orientation and Labor Market Evolution: Evidence from Chilean Plant-level Data," Central Banking, Analysis, and Economic Policies Book Series, in: Jorge Restrepo & Andrea Tokman R. & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Series Edi (ed.),Labor Markets and Institutions, edition 1, volume 8, chapter 13, pages 411-435, Central Bank of Chile.
    26. Andrea CONTE & Marco VIVARELLI, 2011. "Imported Skill‐Biased Technological Change In Developing Countries," The Developing Economies, Institute of Developing Economies, vol. 49(1), pages 36-65, March.
    27. Conte, Andrea & Vivarelli, Marco, 2007. "Globalization and Employment: Imported Skill Biased Technological Change in Developing Countries," IZA Discussion Papers 2797, Institute of Labor Economics (IZA).
    28. Arne Bigsten & Paul Collier & Stefan Dercon & Marcel Fafchamps & Bernard Gauthier & Jan Willem Gunning & Abena Oduro & Remco Oostendorp & Catherine Pattillo & Måns Soderbom & Francis Teal & Albert Zeu, 2004. "Do African Manufacturing Firms Learn from Exporting?," Journal of Development Studies, Taylor & Francis Journals, vol. 40(3), pages 115-141.
    29. Dale W. Jorgenson, 1966. "The Embodiment Hypothesis," Journal of Political Economy, University of Chicago Press, vol. 74(1), pages 1-1.
    30. Griliches, Zvi, 1969. "Capital-Skill Complementarity," The Review of Economics and Statistics, MIT Press, vol. 51(4), pages 465-468, November.
    31. Paul Krugman & Robert Lawrence, 1993. "Trade, Jobs, and Wages," NBER Working Papers 4478, National Bureau of Economic Research, Inc.
    32. Rita Almeida & Ana Margarida Fernandes, 2008. "Openness and Technological Innovations in Developing Countries: Evidence from Firm-Level Surveys," Journal of Development Studies, Taylor & Francis Journals, vol. 44(5), pages 701-727.
    33. Wolfgang Keller, 2004. "International Technology Diffusion," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 752-782, September.
    34. Mark Doms & Timothy Dunne & Kenneth R. Troske, 1997. "Workers, Wages, and Technology," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 253-290.
    35. Deardorff, Alan V, 1998. "Technology, Trade, and Increasing Inequality: Does the Cause Matter for the Cure?," Journal of International Economic Law, Oxford University Press, vol. 1(3), pages 353-376, September.
    36. Feenstra, Robert C. & Hanson, Gordon H., 1997. "Foreign direct investment and relative wages: Evidence from Mexico's maquiladoras," Journal of International Economics, Elsevier, vol. 42(3-4), pages 371-393, May.
    37. Abramovitz, Moses, 1986. "Catching Up, Forging Ahead, and Falling Behind," The Journal of Economic History, Cambridge University Press, vol. 46(2), pages 385-406, June.
    38. J. Behrman & T.N. Srinivasan (ed.), 1995. "Handbook of Development Economics," Handbook of Development Economics, Elsevier, edition 1, volume 3, number 3.
    39. David Roodman, 2006. "How to Do xtabond2," North American Stata Users' Group Meetings 2006 8, Stata Users Group.
    40. Berman, Eli & Machin, Stephen, 2000. "Skill-Based Technology Transfer around the World," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 16(3), pages 12-22, Autumn.
    41. Evenson, Robert E. & Westphal, Larry E., 1995. "Technological change and technology strategy," Handbook of Development Economics, in: Hollis Chenery & T.N. Srinivasan (ed.), Handbook of Development Economics, edition 1, volume 3, chapter 37, pages 2209-2299, Elsevier.
    42. Stephen Bond & Anke Hoeffler, 2001. "GMM Estimation of Empirical Growth Models," Economics Series Working Papers 2001-W21, University of Oxford, Department of Economics.
    43. Hercowitz, Zvi, 1998. "The 'embodiment' controversy: A review essay," Journal of Monetary Economics, Elsevier, vol. 41(1), pages 217-224, February.
    44. Lucia Foster & John C. Haltiwanger & C. J. Krizan, 2001. "Aggregate Productivity Growth: Lessons from Microeconomic Evidence," NBER Chapters, in: New Developments in Productivity Analysis, pages 303-372, National Bureau of Economic Research, Inc.
    45. Eddy LEE & Marco VIVARELLI, 2006. "The social impact of globalization in the developing countries," International Labour Review, International Labour Organization, vol. 145(3), pages 167-184, September.
    46. repec:fth:michin:428 is not listed on IDEAS
    47. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers CWP09/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    48. Hulten, Charles R, 1992. "Growth Accounting When Technical Change Is Embodied in Capital," American Economic Review, American Economic Association, vol. 82(4), pages 964-980, September.
    49. repec:adr:anecst:y:2005:i:79-80:p:12 is not listed on IDEAS
    50. John M. Abowd & John Haltiwanger & Julia I. Lane & Kristin Sandusky, 2001. "Within and Between Firm Changes in Human Capital, Technology, and Productivity Preliminary and incomplete," Longitudinal Employer-Household Dynamics Technical Papers 2001-03, Center for Economic Studies, U.S. Census Bureau.
    51. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2008. "Trends in U.S. Wage Inequality: Revising the Revisionists," The Review of Economics and Statistics, MIT Press, vol. 90(2), pages 300-323, May.
    52. Stephen Machin & John Van Reenen, 1998. "Technology and Changes in Skill Structure: Evidence from Seven OECD Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1215-1244.
    53. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    54. Erinc Yeldan, 2000. "The Impact of Financial Liberalization and the Rise of Financial Rents on Income Inequality: The Case of Turkey," WIDER Working Paper Series wp-2000-206, World Institute for Development Economic Research (UNU-WIDER).
    55. Aykut Lenger & Erol Taymaz, 2007. "To innovate or to transfer?," Springer Books, in: Uwe Cantner & Franco Malerba (ed.), Innovation, Industrial Dynamics and Structural Transformation, pages 303-319, Springer.
    56. Pablo Fajnzylber & Ana Fernandes, 2009. "International economic activities and skilled labour demand: evidence from Brazil and China," Applied Economics, Taylor & Francis Journals, vol. 41(5), pages 563-577.
    57. Robert Feenstra & Gordon Hanson, 2001. "Global Production Sharing and Rising Inequality: A Survey of Trade and Wages," NBER Working Papers 8372, National Bureau of Economic Research, Inc.
    58. David H. Autor & Lawrence F. Katz & Alan B. Krueger, 1998. "Computing Inequality: Have Computers Changed the Labor Market?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1169-1213.
    59. Pavcnik, Nina, 2003. "What explains skill upgrading in less developed countries?," Journal of Development Economics, Elsevier, vol. 71(2), pages 311-328, August.
    60. Meschi, Elena & Vivarelli, Marco, 2009. "Trade and Income Inequality in Developing Countries," World Development, Elsevier, vol. 37(2), pages 287-302, February.
    61. Abowd, John M. & Haltiwanger, John C. & Lane, Julia & McKinney, Kevin Lee & Sandusky, L. Kristin, 2007. "Technology and the Demand for Skill: An Analysis of Within and Between Firm Differences," IZA Discussion Papers 2707, Institute of Labor Economics (IZA).
    62. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    63. Charles R. Hulten, 1992. "Growth Accounting When Technical Change is Embodied in Capital," NBER Working Papers 3971, National Bureau of Economic Research, Inc.
    64. repec:ilo:ilowps:365055 is not listed on IDEAS
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    More about this item

    Keywords

    globalization; technology transfer; skills; panel data; GMM-SYS;
    All these keywords.

    JEL classification:

    • F16 - International Economics - - Trade - - - Trade and Labor Market Interactions
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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