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Skill upgrading and wage gap: a decomposition analysis for Italian manufacturing firms

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Listed:
  • Irene Iodice

    (University of Trento)

  • Chiara Tomasi

    (University of Trento
    LEM, Scuola Superiore S.Anna)

Abstract

The paper investigates the evolution of the employment and wage structure of Italian manufacturing firms in the early 2000s. It implements a decomposition analysis that breaks the variation in the skilled-wage bill ratio down into employment and wage movements and further disentangles these movements into shifts between or within sectors, and within sectors, between, or within firms. The study provides a methodological framework which consistently combines the industry-level analysis with the firm-level one, and which simultaneously takes account of changes in skill intensity and the wage gap. The results suggest that most of the changes are reported within firms, where one observes a skill-upgrading effect not followed by a price adjustment. The increase in the relative employment of skilled workers and the decrease in the wage gap between high- skilled and low-skilled workers can be substantially attributed to changes in exporters and importers and in more productive firms. Finally, the paper further accounts for changes in the hourly wage premium and skill intensity, and it shows that the annual wage gap is induced by a substantial fall in the hourly wage premium and by an increase in the numbers of hours worked by the skilled factor.

Suggested Citation

  • Irene Iodice & Chiara Tomasi, 2016. "Skill upgrading and wage gap: a decomposition analysis for Italian manufacturing firms," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 33(2), pages 201-232, August.
  • Handle: RePEc:spr:epolit:v:33:y:2016:i:2:d:10.1007_s40888-016-0031-5
    DOI: 10.1007/s40888-016-0031-5
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    as
    1. Andrea Bassanini & Luca Nunziata & Danielle Venn, 2009. "Job protection legislation and productivity growth in OECD countries [Appropriate growth policy: a unifying framework]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 24(58), pages 349-402.
    2. Accetturo, Antonio & Bugamelli, Matteo & Lamorgese, Andrea R., 2013. "Skill upgrading and exports," Economics Letters, Elsevier, vol. 121(3), pages 417-420.
    3. repec:clu:wpaper:0708-12 is not listed on IDEAS
    4. Matteo Bugamelli & Fabiano Schivardi & Roberta Zizza, 2010. "The Euro and Firm Restructuring," NBER Chapters, in: Europe and the Euro, pages 99-138, National Bureau of Economic Research, Inc.
    5. 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.
    6. Andrea Ichino & Fabrizia Mealli & Tommaso Nannicini, 2008. "From temporary help jobs to permanent employment: what can we learn from matching estimators and their sensitivity?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(3), pages 305-327.
    7. Maarten Goos & Alan Manning & Anna Salomons, 2009. "Job Polarization in Europe," American Economic Review, American Economic Association, vol. 99(2), pages 58-63, May.
    8. Naticchioni, Paolo & Ragusa, Giuseppe & Massari, Riccardo, 2014. "Unconditional and Conditional Wage Polarization in Europe," IZA Discussion Papers 8465, Institute of Labor Economics (IZA).
    9. Mariacristina Piva & Marco Vivarelli, 2002. "The Skill Bias: Comparative evidence and an econometric test," International Review of Applied Economics, Taylor & Francis Journals, vol. 16(3), pages 347-357.
    10. David H. Autor & William R. Kerr & Adriana D. Kugler, 2007. "Do Employment Protections Reduce Productivity? Evidence from U.S. States," NBER Working Papers 12860, National Bureau of Economic Research, Inc.
    11. John Sutton, 1997. "Gibrat's Legacy," Journal of Economic Literature, American Economic Association, vol. 35(1), pages 40-59, March.
    12. Lorenzo Cappellari & Carlo Dell’Aringa & Marco Leonardi, 2012. "Temporary Employment, Job Flows and Productivity: A Tale of Two Reforms," Economic Journal, Royal Economic Society, vol. 122(562), pages 188-215, August.
    13. Paolo Manasse & Luca Stanca, 2006. "Working on the Train? Skill Upgrading and Technical Progress in Italian Manufacturing Firms," Rivista di Politica Economica, SIPI Spa, vol. 96(3), pages 279-308, May-June.
    14. Robert C. Feenstra & Gordon H. Hanson, 1995. "Foreign Investment, Outsourcing and Relative Wages," NBER Working Papers 5121, National Bureau of Economic Research, Inc.
    15. Tito Boeri & Pietro Garibaldi, 2007. "Two Tier Reforms of Employment Protection: a Honeymoon Effect?," Economic Journal, Royal Economic Society, vol. 117(521), pages 357-385, June.
    16. 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.
    17. Maurice Kugler & Eric Verhoogen, 2012. "Prices, Plant Size, and Product Quality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(1), pages 307-339.
    18. Alfonso Rosolia & Roberto Torrini, 2007. "The generation gap: relative earnings of young and old workers in Italy," Temi di discussione (Economic working papers) 639, Bank of Italy, Economic Research and International Relations Area.
    19. Irene Brambilla & Daniel Lederman & Guido Porto, 2012. "Exports, Export Destinations, and Skills," American Economic Review, American Economic Association, vol. 102(7), pages 3406-3438, December.
    20. Federico Cingano & Marco Leonardi & Julián Messina & Giovanni Pica, 2010. "The effects of employment protection legislation and financial market imperfections on investment: evidence from a firm-level panel of EU countries [Technology and labour regulations]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 25(61), pages 117-163.
    21. 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.
    22. Judith A. Frias & David S. Kaplan & Eric Verhoogen, 2012. "Exports and Within-Plant Wage Distributions: Evidence from Mexico," American Economic Review, American Economic Association, vol. 102(3), pages 435-440, May.
    23. Manasse, Paolo & Stanca, Luca & Turrini, Alessandro, 2004. "Wage premia and skill upgrading in Italy: why didn't the hound bark?," Labour Economics, Elsevier, vol. 11(1), pages 59-83, February.
    24. John Martin & Stefano Scarpetta, 2012. "Setting It Right: Employment Protection, Labour Reallocation and Productivity," De Economist, Springer, vol. 160(2), pages 89-116, June.
    25. Gene M. Grossman & Esteban Rossi-Hansberg, 2008. "Trading Tasks: A Simple Theory of Offshoring," American Economic Review, American Economic Association, vol. 98(5), pages 1978-1997, December.
    26. 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.
    27. Eli Berman & John Bound & Zvi Griliches, 1994. "Changes in the Demand for Skilled Labor within U. S. Manufacturing: Evidence from the Annual Survey of Manufactures," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 367-397.
    28. Ekholm, Karolina & Midelfart, Karen Helene, 2005. "Relative wages and trade-induced changes in technology," European Economic Review, Elsevier, vol. 49(6), pages 1637-1663, August.
    29. Grazzi, Marco & Sanzo, Roberto & Secchi, Angelo & Zeli, Alessandro, 2013. "The building process of a new integrated system of business micro-data 1989–2004," Journal of Economic and Social Measurement, IOS Press, issue 4, pages 291-324.
    30. 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.
    31. Biscourp, Pierre & Kramarz, Francis, 2007. "Employment, skill structure and international trade: Firm-level evidence for France," Journal of International Economics, Elsevier, vol. 72(1), pages 22-51, May.
    32. 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.
    33. Daron Acemoglu, 2003. "Patterns of Skill Premia," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 199-230.
    34. 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.
    35. Giovanni Dosi & Marco Grazzi & Chiara Tomasi & Alessandro Zeli, 2012. "Turbulence underneath the big calm? The micro-evidence behind Italian productivity dynamics," Small Business Economics, Springer, vol. 39(4), pages 1043-1067, November.
    36. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2006. "The Polarization of the U.S. Labor Market," American Economic Review, American Economic Association, vol. 96(2), pages 189-194, May.
    37. Paolo Naticchioni & Andrea Ricci, 2009. "Decreasing Wage Inequality in Italy: The Role of Supply and Demand for Education," Working Papers - Dipartimento di Economia 9-DEISFOL, Dipartimento di Economia, Sapienza University of Rome, revised 2009.
    38. Van Reenen, John, 2011. "Wage inequality, technology and trade: 21st century evidence," Labour Economics, Elsevier, vol. 18(6), pages 730-741.
    39. Bernard, Andrew B. & Jensen, J. Bradford, 1997. "Exporters, skill upgrading, and the wage gap," Journal of International Economics, Elsevier, vol. 42(1-2), pages 3-31, February.
    40. Bound, John & Johnson, George, 1992. "Changes in the Structure of Wages in the 1980's: An Evaluation of Alternative Explanations," American Economic Review, American Economic Association, vol. 82(3), pages 371-392, June.
    41. David H. Autor & William R. Kerr & Adriana D. Kugler, 2007. "Does Employment Protection Reduce Productivity? Evidence From US States," Economic Journal, Royal Economic Society, vol. 117(521), pages 189-217, June.
    42. 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.
    43. Nathalie Greenan & Emmanuel Duguet, 1997. "Le biais technologique : une analyse économétrique sur données individuelles," Revue Économique, Programme National Persée, vol. 48(5), pages 1061-1089.
    44. 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.
    45. Mion, Giordano & Zhu, Linke, 2013. "Import competition from and offshoring to China: A curse or blessing for firms?," Journal of International Economics, Elsevier, vol. 89(1), pages 202-215.
    46. Maarten Goos & Alan Manning, 2007. "Lousy and Lovely Jobs: The Rising Polarization of Work in Britain," The Review of Economics and Statistics, MIT Press, vol. 89(1), pages 118-133, February.
    47. Jacques Mairesse & Nathalie Greenan & Agnes Topiol-Bensaid, 2001. "Information Technology and Research and Development Impacts on Productivity and Skills: Looking for Correlations on French Firm Level Data," NBER Working Papers 8075, National Bureau of Economic Research, Inc.
    48. Pinelopi Koujianou Goldberg & Nina Pavcnik, 2007. "Distributional Effects of Globalization in Developing Countries," Journal of Economic Literature, American Economic Association, vol. 45(1), pages 39-82, March.
    49. Sergio De Nardis & Fabrizio Traù, 1999. "Specializzazione settoriale e qualità dei prodotti: misure della pressione competitiva dell'industria italiana," Rivista italiana degli economisti, Società editrice il Mulino, issue 2, pages 177-212.
    50. O Blanchard & A Landier, 2002. "The Perverse Effects of Partial Labour Market Reform: fixed--Term Contracts in France," Economic Journal, Royal Economic Society, vol. 112(480), pages 214-244, June.
    51. repec:adr:anecst:y:1996:i:41-42:p:16 is not listed on IDEAS
    52. Anna Maria Falzoni & Alessandra Venturini & Claudia Villosio, 2011. "Skilled and unskilled wage dynamics in Italy in the 1990s: changes in individual characteristics, institutions, trade and technology," International Review of Applied Economics, Taylor & Francis Journals, vol. 25(4), pages 441-463.
    53. Paola Casavola & Andréa Gavosto & Paolo Sestito, 1996. "Technical Progres and Wage Dispersion in Italy: Evidence from Firm's Data," Annals of Economics and Statistics, GENES, issue 41-42, pages 387-412.
    54. Geroski, P. A., 1995. "What do we know about entry?," International Journal of Industrial Organization, Elsevier, vol. 13(4), pages 421-440, December.
    55. Robert Z. Lawrence & Matthew J. Slaughter, 1993. "International Trade and American Wages in the 1980s: Giant Sucking Sound or Small Hiccup?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 24(2 Microec), pages 161-226.
    56. Mr. Martin Schindler, 2009. "The Italian Labor Market: Recent Trends, Institutions, and Reform Options," IMF Working Papers 2009/047, International Monetary Fund.
    57. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
    58. Andrea Brandolini & Matteo Bugamelli & Guglielmo Barone & Antonio Bassanetti & Magda Bianco & Emanuele Breda & Emanuela Ciapanna & Federico Cingano & Francesco D'Amuri & Leandro D'Aurizio & Virginia D, 2009. "Report on trends in the Italian productive system," Questioni di Economia e Finanza (Occasional Papers) 45, Bank of Italy, Economic Research and International Relations Area.
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    More about this item

    Keywords

    Decomposition analysis; Within-firm movements; Wage premium; Skill upgrading;
    All these keywords.

    JEL classification:

    • F16 - International Economics - - Trade - - - Trade and Labor Market Interactions
    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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