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Allocation of Human Capital and Innovation at the Frontier: Firm-level Evidence on Germany and the Netherlands

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  • Eric Bartelsman

    (VU University Amsterdam, the Netherlands)

  • Sabien Dobbelaere

    (VU University Amsterdam, the Netherlands)

  • Bettina Peters

    (University of Zuerich, Switzerland)

Abstract

This discussion paper led to a publication in Industrial and Corporate Change , 2015, 24(5), 875-949. This paper examines how productivity effects of human capital and innovation vary at different points of the conditional productivity distribution. Our analysis draws upon two large unbalanced panels of 6,634 enterprises in Germany and 14,586 enterprises in the Netherlands over the period 2000-2008, considering 5 manufacturing and services industries that differ in the level of technological intensity. Industries in the Netherlands are characterized by a larger average proportion of high-skilled employees and industries in Germany by a more unequal distribution of human capital intensity. Except for low-technology manufacturing, average innovation performance is higher in all industries in Germany and the innovation performance distributions are more dispersed in the Netherlands. In both countries, we observe non-linearities in the productivity effects of investing in product innovation in the majority of industries. Frontier firms enjoy the highest returns to pro duct innovation whereas the most negative returns to process innovation are observed in the best-performing enterprises of most industries. In both countries, we find that the returns to human capital increase with proximity to the technological frontier in industries with a low level of technological intensity. Strikingly, a negative complementarity effect between human capital and proximity to the technological frontier is observed in knowledge-intensive services, which is most pronounced for the Netherlands. Suggestive evidence for the latter points to a winner-takes-all interpretation of this finding.

Suggested Citation

  • Eric Bartelsman & Sabien Dobbelaere & Bettina Peters, 2013. "Allocation of Human Capital and Innovation at the Frontier: Firm-level Evidence on Germany and the Netherlands," Tinbergen Institute Discussion Papers 13-095/VII, Tinbergen Institute.
    • Handle: RePEc:tin:wpaper:20130095
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    1. Eric Hanushek & Ludger Woessmann, 2012. "Do better schools lead to more growth? Cognitive skills, economic outcomes, and causation," Journal of Economic Growth, Springer, vol. 17(4), pages 267-321, December.
    2. Philippe Aghion & Robin Burgess & Stephen J. Redding & Fabrizio Zilibotti, 2008. "The Unequal Effects of Liberalization: Evidence from Dismantling the License Raj in India," American Economic Review, American Economic Association, vol. 98(4), pages 1397-1412, September.
    3. Rachel Griffith & Stephen Redding & John Van Reenen, 2004. "Mapping the Two Faces of R&D: Productivity Growth in a Panel of OECD Industries," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 883-895, November.
    4. V. Chandra & Osorio-Rodarte , I. & Braga, C. A. Primo, 2009. "Korea and the BICs (Brazil, India and China) : catching up experiences," Policy Research Working Paper Series 5101, The World Bank.
    5. Jakob B. Madsen & Md. Rabiul Islam & James B. Ang, 2010. "Catching up to the technology frontier: the dichotomy between innovation and imitation," Canadian Journal of Economics, Canadian Economics Association, vol. 43(4), pages 1389-1411, November.
    6. H. Bulut & G. Moschini, 2009. "US universities' net returns from patenting and licensing: a quantile regression analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 18(2), pages 123-137.
    7. Haskel, Jonathan & Hawkes, Denise & Pereira, Sonia, 2005. "Skills, human capital and the plant productivity gap: UK evidence from matched plant, worker and workforce data," CEPR Discussion Papers 5334, C.E.P.R. Discussion Papers.
    8. Griffith, Rachel & Redding, Stephen & Simpson, Helen, 2002. "Productivity Convergence and Foreign Ownership at the Establishment Level," CEPR Discussion Papers 3765, C.E.P.R. Discussion Papers.
    9. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    10. Kevin Denny & Vincent O'sullivan, 2007. "Can education compensate for low ability? Evidence from British data," Applied Economics Letters, Taylor & Francis Journals, vol. 14(9), pages 657-660.
    11. Bruno Amable & Lilas Demmou & Ivan Ledezma, 2010. "Product market regulation, innovation, and distance to frontier," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(1), pages 117-159, February.
    12. Matthew T. Clements & Hiroshi Ohashi, 2005. "Indirect Network Effects And The Product Cycle: Video Games In The U.S., 1994–2002," Journal of Industrial Economics, Wiley Blackwell, vol. 53(4), pages 515-542, December.
    13. Joop Hartog & Pedro Pereira & Jose Vieira, 2001. "Changing returns to education in Portugal during the 1980s and early 1990s: OLS and quantile regression estimators," Applied Economics, Taylor & Francis Journals, vol. 33(8), pages 1021-1037.
    14. Martins, Pedro S. & Pereira, Pedro T., 2004. "Does education reduce wage inequality? Quantile regression evidence from 16 countries," Labour Economics, Elsevier, vol. 11(3), pages 355-371, June.
    15. Peters, Bettina & Roberts, Mark J. & Vuong, Van Anh & Fryges, Helmut, 2013. "Estimating dynamic R&D demand: An analysis of costs and long-run benefits," ZEW Discussion Papers 13-089, ZEW - Leibniz Centre for European Economic Research.
    16. Werner Hölzl & Klaus Friesenbichler, 2010. "High-growth firms, innovation and the distance to the frontier," Economics Bulletin, AccessEcon, vol. 30(2), pages 1016-1024.
    17. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211.
    18. Mata, José & Woerter, Martin, 2013. "Risky innovation: The impact of internal and external R&D strategies upon the distribution of returns," Research Policy, Elsevier, vol. 42(2), pages 495-501.
    19. Daniel Cohen & Marcelo Soto, 2007. "Growth and human capital: good data, good results," Journal of Economic Growth, Springer, vol. 12(1), pages 51-76, March.
    20. Ivan A. Canay, 2011. "A simple approach to quantile regression for panel data," Econometrics Journal, Royal Economic Society, vol. 14(3), pages 368-386, October.
    21. Renaud Bourlès & Gilbert Cette & Jimmy Lopez & Jacques Mairesse & Giuseppe Nicoletti, 2013. "Do Product Market Regulations In Upstream Sectors Curb Productivity Growth? Panel Data Evidence For OECD Countries," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1750-1768, December.
    22. Daron Acemoglu & Philippe Aghion & Fabrizio Zilibotti, 2006. "Distance to Frontier, Selection, and Economic Growth," Journal of the European Economic Association, MIT Press, vol. 4(1), pages 37-74, March.
    23. Koenker, Roger, 2004. "Quantile regression for longitudinal data," Journal of Multivariate Analysis, Elsevier, vol. 91(1), pages 74-89, October.
    24. Mason, Geoff & O'Leary, Brigid & Vecchi, Michela, 2012. "Certified and uncertified skills and productivity growth performance: Cross-country evidence at industry level," Labour Economics, Elsevier, vol. 19(3), pages 351-360.
    25. Daron Acemoglu & Philippe Aghion & Fabrizio Zilibotti, 2003. "Vertical Integration and Distance to Frontier," Journal of the European Economic Association, MIT Press, vol. 1(2-3), pages 630-638, 04/05.
    26. Eric A. Hanushek & Ludger Woessmann, 2008. "The Role of Cognitive Skills in Economic Development," Journal of Economic Literature, American Economic Association, vol. 46(3), pages 607-668, September.
    27. Mikael Lindahl & Alan B. Krueger, 2001. "Education for Growth: Why and for Whom?," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1101-1136, December.
    28. Ohinata, Asako & van Ours, Jan C., 2013. "Spillover Effects of Studying with Immigrant Students: A Quantile Regression Approach," IZA Discussion Papers 7720, Institute of Labor Economics (IZA).
    29. Giuseppe Nicoletti & Stefano Scarpetta, 2003. "Regulation, productivity and growth: OECD evidence [‘A model of growth through creative destruction’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 18(36), pages 9-72.
    30. Julia I. Lane & John C. Haltiwanger & James Spletzer, 1999. "Productivity Differences across Employers: The Roles of Employer Size, Age, and Human Capital," American Economic Review, American Economic Association, vol. 89(2), pages 94-98, May.
    31. Martin Binder & Alex Coad, 2015. "Heterogeneity in the Relationship Between Unemployment and Subjective Wellbeing: A Quantile Approach," Economica, London School of Economics and Political Science, vol. 82(328), pages 865-891, October.
    32. Mwabu, Germano & Schultz, T Paul, 1996. "Education Returns across Quantiles of the Wage Function: Alternative Explanations for Returns to Education by Race in South Africa," American Economic Review, American Economic Association, vol. 86(2), pages 335-339, May.
    33. Jérôme Vandenbussche & Philippe Aghion & Costas Meghir, 2006. "Growth, distance to frontier and composition of human capital," Journal of Economic Growth, Springer, vol. 11(2), pages 97-127, June.
    34. Sarra Ben Yahmed & Sean Dougherty, 2012. "Import Competition, Domestic Regulation and Firm-Level Productivity Growth in the OECD," OECD Economics Department Working Papers 980, OECD Publishing.
    35. Enrico Moretti, 2004. "Workers' Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions," American Economic Review, American Economic Association, vol. 94(3), pages 656-690, June.
    36. Angel de la Fuente & Rafael Doménech, 2006. "Human Capital in Growth Regressions: How Much Difference Does Data Quality Make?," Journal of the European Economic Association, MIT Press, vol. 4(1), pages 1-36, March.
    37. repec:dau:papers:123456789/3716 is not listed on IDEAS
    38. 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.
    39. Chamberlain, Gary, 1982. "Multivariate regression models for panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 5-46, January.
    40. José Mata & José A. F. Machado, 2005. "Counterfactual decomposition of changes in wage distributions using quantile regression," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(4), pages 445-465.
    41. Magnus Henrekson & Dan Johansson, 2010. "Gazelles as job creators: a survey and interpretation of the evidence," Small Business Economics, Springer, vol. 35(2), pages 227-244, September.
    42. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    43. van Ours, Jan C. & Ohinata, Asako, 2013. "Spillover effects of studying with immigrant students; a quantile regression approach," CEPR Discussion Papers 9736, C.E.P.R. Discussion Papers.
    44. Sabine D’Costa & Enrique Garcilazo & Joaquim Oliveira Martins, 2013. "The Impact of Structural and Macroeconomic Factors on Regional Growth," OECD Regional Development Working Papers 2013/11, OECD Publishing.
    45. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 1033-1082, Elsevier.
    46. James J. Heckman, 2001. "Micro Data, Heterogeneity, and the Evaluation of Public Policy: Nobel Lecture," Journal of Political Economy, University of Chicago Press, vol. 109(4), pages 673-748, August.
    47. V. Vandenberghe & F. Waltenberg & M. Rigo, 2013. "Ageing and employability. Evidence from Belgian firm-level data," Journal of Productivity Analysis, Springer, vol. 40(1), pages 111-136, August.
    48. Federico Cingano & Marco Leonardi & Julián Messina & Giovanni Pica, 2016. "Employment Protection Legislation, Capital Investment and Access to Credit: Evidence from Italy," Economic Journal, Royal Economic Society, vol. 126(595), pages 1798-1822, September.
    49. Lance Lochner & Youngki Shin, 2014. "Understanding Earnings Dynamics: Identifying and Estimating the Changing Roles of Unobserved Ability, Permanent and Transitory Shocks," NBER Working Papers 20068, National Bureau of Economic Research, Inc.
    50. Haltiwanger, John C. & Lane, Julia I. & Spletzer, James R., 2007. "Wages, productivity, and the dynamic interaction of businesses and workers," Labour Economics, Elsevier, vol. 14(3), pages 575-602, June.
    51. Erik Stam & Karl Wennberg, 2009. "The roles of R&D in new firm growth," Small Business Economics, Springer, vol. 33(1), pages 77-89, June.
    52. Buchinsky, Moshe, 1994. "Changes in the U.S. Wage Structure 1963-1987: Application of Quantile Regression," Econometrica, Econometric Society, vol. 62(2), pages 405-458, March.
    53. Klara Sabirianova Peter & Jan Svejnar & Katherine Terrell, 2012. "Foreign Investment, Corporate Ownership, and Development: Are Firms in Emerging Markets Catching Up to the World Standard?," The Review of Economics and Statistics, MIT Press, vol. 94(4), pages 981-999, November.
    54. O'Mahony, Mary & Robinson, Catherine & Vecchi, Michela, 2008. "The impact of ICT on the demand for skilled labour: A cross-country comparison," Labour Economics, Elsevier, vol. 15(6), pages 1435-1450, December.
    55. Coad, Alex & Rao, Rekha, 2008. "Innovation and firm growth in high-tech sectors: A quantile regression approach," Research Policy, Elsevier, vol. 37(4), pages 633-648, May.
    56. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    57. Flabbi, Luca & Paternostro, Stefano & Tiongson, Erwin R., 2008. "Returns to education in the economic transition: A systematic assessment using comparable data," Economics of Education Review, Elsevier, vol. 27(6), pages 724-740, December.
    58. Werner Hölzl, 2009. "Is the R&D behaviour of fast-growing SMEs different? Evidence from CIS III data for 16 countries," Small Business Economics, Springer, vol. 33(1), pages 59-75, June.
    59. Roger Koenker & Kevin F. Hallock, 2001. "Quantile Regression," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 143-156, Fall.
    60. Neil Foster-McGregor & Anders Isaksson & Florian Kaulich, 2015. "Importing, exporting and the productivity of services firms in Sub-Saharan Africa," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 24(4), pages 499-522, June.
    61. Sapir, Andre & Aghion, Philippe & Bertola, Giuseppe & Hellwig, Martin & Pisani-Ferry, Jean & Rosati, Dariusz & Vinals, Jose & Wallace, Helen, 2004. "An Agenda for a Growing Europe: The Sapir Report," OUP Catalogue, Oxford University Press, number 9780199271498.
    62. Jeremy T. Fox & Valérie Smeets, 2011. "Does Input Quality Drive Measured Differences In Firm Productivity?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 52(4), pages 961-989, November.
    63. Van Biesebroeck, Johannes, 2011. "Wages Equal Productivity. Fact or Fiction? Evidence from Sub Saharan Africa," World Development, Elsevier, vol. 39(8), pages 1333-1346, August.
    64. Hellerstein, Judith K & Neumark, David & Troske, Kenneth R, 1999. "Wages, Productivity, and Worker Characteristics: Evidence from Plant-Level Production Functions and Wage Equations," Journal of Labor Economics, University of Chicago Press, vol. 17(3), pages 409-446, July.
    65. Omar Arias & Walter Sosa-Escudero & Kevin F. Hallock, 2001. "Individual heterogeneity in the returns to schooling: instrumental variables quantile regression using twins data," Empirical Economics, Springer, vol. 26(1), pages 7-40.
    66. Ioannis Bournakis & Sushanta Mallick & David Kernohan & Dimitris A.Tsouknidis, 2013. "Measuring Firm-Level Productivity Convergence in the UK: The Role of Taxation and R&D Investment," Working Papers 45, Queen Mary, University of London, School of Business and Management, Centre for Globalisation Research.
    67. Philippe Aghion & Richard Blundell & Rachel Griffith & Peter Howitt & Susanne Prantl, 2004. "Entry and Productivity Growth: Evidence from Microlevel Panel Data," Journal of the European Economic Association, MIT Press, vol. 2(2-3), pages 265-276, 04/05.
    68. Kang-Shik Choi & Jinook Jeong, 2007. "Does unmeasured ability explain the wage premium associated with technological change?: Quantile regression analysis," Applied Economics, Taylor & Francis Journals, vol. 39(9), pages 1163-1171.
    69. Bronwyn H. Hall, 2011. "Innovation and Productivity," NBER Working Papers 17178, National Bureau of Economic Research, Inc.
    70. Angel de la Fuente, 2011. "Human Capital and Productivity," Working Papers 530, Barcelona School of Economics.
    71. Lamarche, Carlos, 2010. "Robust penalized quantile regression estimation for panel data," Journal of Econometrics, Elsevier, vol. 157(2), pages 396-408, August.
    72. Robert Wieser, 2005. "Research And Development Productivity And Spillovers: Empirical Evidence At The Firm Level," Journal of Economic Surveys, Wiley Blackwell, vol. 19(4), pages 587-621, September.
    73. Bernd Ebersberger & Orietta Marsili & Toke Reichstein & Ammon Salter, 2010. "Into thin air: using a quantile regression approach to explore the relationship between R&D and innovation," International Review of Applied Economics, Taylor & Francis Journals, vol. 24(1), pages 95-102.
    74. Agust� Segarra & Mercedes Teruel, 2011. "Productivity and R&D sources: evidence for Catalan firms," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(8), pages 727-748, September.
    75. Telhado Pereira, Pedro & Silva Martins, Pedro, 2002. "Is there a return-risk link in education?," Economics Letters, Elsevier, vol. 75(1), pages 31-37, March.
    76. Rachel Griffith & Stephen Redding & John Van Reenen, 2003. "R&D and Absorptive Capacity: Theory and Empirical Evidence," Scandinavian Journal of Economics, Wiley Blackwell, vol. 105(1), pages 99-118, March.
    77. Micheline Goedhuys & Leo Sleuwaegen, 2010. "High-growth entrepreneurial firms in Africa: a quantile regression approach," Small Business Economics, Springer, vol. 34(1), pages 31-51, January.
    78. Jakob B. Madsen, 2014. "Human Capital and the World Technology Frontier," The Review of Economics and Statistics, MIT Press, vol. 96(4), pages 676-692, October.
    79. José A. F. Machado & José Mata, 2001. "Earning functions in Portugal 1982-1994: Evidence from quantile regressions," Empirical Economics, Springer, vol. 26(1), pages 115-134.
    80. Arnaud Chevalier & Colm Harmon & Ian Walker & Yu Zhu, 2004. "Does Education Raise Productivity, or Just Reflect it?," Economic Journal, Royal Economic Society, vol. 114(499), pages 499-517, November.
    81. Julie Turcotte & Lori Whewell Rennison, 2004. "The Link between Technology Use, Human Capital, Productivity and Wages: Firm-level Evidence," International Productivity Monitor, Centre for the Study of Living Standards, vol. 9, pages 25-36, Fall.
    82. Barbara Sianesi & John Van Reenen, 2003. "The Returns to Education: Macroeconomics," Journal of Economic Surveys, Wiley Blackwell, vol. 17(2), pages 157-200, April.
    83. Galvao Jr., Antonio F., 2011. "Quantile regression for dynamic panel data with fixed effects," Journal of Econometrics, Elsevier, vol. 164(1), pages 142-157, September.
    84. Jan Ours & Lenny Stoeldraijer, 2011. "Age, Wage and Productivity in Dutch Manufacturing," De Economist, Springer, vol. 159(2), pages 113-137, June.
    85. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    86. Mark Doms & Eric J. Bartelsman, 2000. "Understanding Productivity: Lessons from Longitudinal Microdata," Journal of Economic Literature, American Economic Association, vol. 38(3), pages 569-594, September.
    87. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    88. Alex Coad & Rekha Rao, 2006. "Innovation and market value: a quantile regression analysis," Economics Bulletin, AccessEcon, vol. 15(13), pages 1-10.
    89. Galindo-Rueda, Fernando & Haskel, Jonathan, 2005. "Skills, Workforce Characteristics and Firm-Level Productivity: Evidence from the Matched ABI/Employer Skills Survey," IZA Discussion Papers 1542, Institute of Labor Economics (IZA).
    90. Moshe Buchinsky, 2001. "Quantile regression with sample selection: Estimating women's return to education in the U.S," Empirical Economics, Springer, vol. 26(1), pages 87-113.
    91. Jerik Hanushek & Dennis Kimko, 2006. "Schooling, Labor-force Quality, and the Growth of Nations," Voprosy obrazovaniya / Educational Studies Moscow, National Research University Higher School of Economics, issue 1, pages 154-193.
    92. Serge Coulombe & Jean-François Tremblay, 2004. "Literacy, Human Capital and Growth," Working Papers 0407E, University of Ottawa, Department of Economics.
    93. Robert Inklaar & Marcel P. Timmer & Bart van Ark, 2008. "Market services productivity across Europe and the US [‘Distance to Frontier, Selection, and Economic Growth’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 23(53), pages 140-194.
    94. Jose A. F. Machado & Jose Mata, 2000. "Box-Cox quantile regression and the distribution of firm sizes," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(3), pages 253-274.
    95. Lara Lebedinski & Vincent Vandenberghe, 2014. "Assessing education’s contribution to productivity using firm-level evidence," International Journal of Manpower, Emerald Group Publishing Limited, vol. 35(8), pages 1116-1139, October.
    96. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    97. Michael Fritsch (ed.), 2011. "Handbook of Research on Entrepreneurship and Regional Development," Books, Edward Elgar Publishing, number 13399.
    98. Colm Harmon & Hessel Oosterbeek & Ian Walker, 2003. "The Returns to Education: Microeconomics," Journal of Economic Surveys, Wiley Blackwell, vol. 17(2), pages 115-156, April.
    99. Haskel, Jonathan & Bartelsman, Eric J & Martin, Ralf, 2008. "Distance to Which Frontier? Evidence on Productivity Convergence from International Firm-level Data," CEPR Discussion Papers 7032, C.E.P.R. Discussion Papers.
    100. Martin Falk, 2012. "Quantile estimates of the impact of R&D intensity on firm performance," Small Business Economics, Springer, vol. 39(1), pages 19-37, July.
    101. Richard Kneller & Philip Andrew Stevens, 2006. "Frontier Technology and Absorptive Capacity: Evidence from OECD Manufacturing Industries," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(1), pages 1-21, February.
    102. Werner Roeger & Janos Varga & Jan in 't Veld, 2010. "How to close the productivity gap between the US and Europe: A quantitative assessment using a semi-endogenous growth model," European Economy - Economic Papers 2008 - 2015 399, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    103. Atkinson, Anthony B & Stiglitz, Joseph E, 1969. "A New View of Technological Change," Economic Journal, Royal Economic Society, vol. 79(315), pages 573-578, September.
    Full references (including those not matched with items on IDEAS)

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    5. Montresor, Sandro & Vezzani, Antonio, 2015. "The production function of top R&D investors: Accounting for size and sector heterogeneity with quantile estimations," Research Policy, Elsevier, vol. 44(2), pages 381-393.
    6. Angel de la Fuente & Antonio Ciccone, 2003. "Human capital in a global and knowledge-based economy," UFAE and IAE Working Papers 562.03, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    7. François Rycx & Yves Saks & Ilan Tojerow, 2015. "Does Education Raise Productivity and Wages Equally? The Moderating Roles of Age, Gender and Industry," Working Paper Research 281, National Bank of Belgium.
    8. Anna Valero, 2021. "Education and economic growth," CEP Discussion Papers dp1764, Centre for Economic Performance, LSE.
    9. Sara Barcenilla-Visús & Carmen López-Pueyo, 2018. "Inside Europe: human capital and economic growth revisited," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 45(4), pages 821-847, November.
    10. Mason, Geoff & O'Leary, Brigid & Vecchi, Michela, 2012. "Certified and uncertified skills and productivity growth performance: Cross-country evidence at industry level," Labour Economics, Elsevier, vol. 19(3), pages 351-360.
    11. Angel de la Fuente, 2011. "Human capital and productivity," UFAE and IAE Working Papers 860.11, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    12. Westerberg, Hans Seerar, 2014. "The Return to R&D and Seller-buyer Interactions: A Quantile Regression Approach," Ratio Working Papers 231, The Ratio Institute.
    13. Corrado Andini, 2022. "Tertiary education for all and wage inequality: policy insights from quantile regression," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 50(6), pages 1281-1296, November.
    14. Vincent Vandenberghe, 2017. "The Contribution of Educated Workers to Firms' Efficiency Gains The Key Role of the Proximity to Frontier," LIDAM Discussion Papers IRES 2017012, Université catholique de Louvain, Institut de Recherches Economiques et Sociales (IRES).
    15. Mercedes Teruel & Agustí Segarra, 2011. "Productivity and R&D sources in manufacturing and service firms in Catalonia: a regional approach," ERSA conference papers ersa11p1860, European Regional Science Association.
    16. Stephan Kampelmann & François Rycx & Yves Saks & Ilan Tojerow, 2018. "Does education raise productivity and wages equally? The moderating role of age and gender," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 7(1), pages 1-37, December.
    17. Balestra, Simone & Backes-Gellner, Uschi, 2017. "Heterogeneous returns to education over the wage distribution: Who profits the most?," Labour Economics, Elsevier, vol. 44(C), pages 89-105.
    18. MARSCHINSKI Robert & DE AMORES HERNANDEZ Antonio & AMOROSO Sara & BAUER Peter & CARDANI Roberta & CSEFALVAY Zoltan & GENTY Aurelien & GKOTSIS Petros & GREGORI Wildmer & GRASSANO Nicola & HERNANDEZ GUE, 2021. "EU competitiveness: recent trends, drivers, and links to economic policy: A Synthesis Report," JRC Research Reports JRC123232, Joint Research Centre.
    19. Messinis, George & Ahmed, Abdullahi D., 2013. "Cognitive skills, innovation and technology diffusion," Economic Modelling, Elsevier, vol. 30(C), pages 565-578.
    20. J. David Brown & Gustavo A. Crespi & Leonardo Iacovone & Luca Marcolin, 2018. "Decomposing firm-level productivity growth and assessing its determinants: evidence from the Americas," The Journal of Technology Transfer, Springer, vol. 43(6), pages 1571-1606, December.

    More about this item

    Keywords

    Human capital; innovation; productivity; quantile regression;
    All these keywords.

    JEL classification:

    • C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - General
    • I20 - Health, Education, and Welfare - - Education - - - General
    • O14 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Industrialization; Manufacturing and Service Industries; Choice of Technology
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General

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