IDEAS home Printed from https://ideas.repec.org/p/zbw/zewdip/14064.html
   My bibliography  Save this paper

Allocation of human capital and innovation at the frontier: Firm-level evidence on Germany and the Netherlands

Author

Listed:
  • Bartelsmann, Eric
  • Dobbelaere, Sabien
  • Peters, Bettina

Abstract

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. In Germany, average innovation performance is higher in all industries, except for low-technology manufacturing, and in the Netherlands the innovation performance distributions are more dispersed. 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 product innovation whereas for process innovation the most negative returns are observed in the best-performing enterprises of most industries. We find that in both countries 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 suggests an interpretation of a winner-takes-all market in knowledge-intensive services.

Suggested Citation

  • Bartelsmann, Eric & Dobbelaere, Sabien & Peters, Bettina, 2014. "Allocation of human capital and innovation at the frontier: Firm-level evidence on Germany and the Netherlands," ZEW Discussion Papers 14-064, ZEW - Leibniz Centre for European Economic Research.
  • Handle: RePEc:zbw:zewdip:14064
    as

    Download full text from publisher

    File URL: https://www.econstor.eu/bitstream/10419/102292/1/797114572.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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).
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    23. Barbara Sianesi & John Van Reenen, 2003. "The Returns to Education: Macroeconomics," Journal of Economic Surveys, Wiley Blackwell, vol. 17(2), pages 157-200, April.
    24. 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.
    25. 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.
    26. 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.
    27. 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.
    28. 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.
    29. 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.
    30. 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.
    31. 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.
    32. Werner Hölzl & Klaus Friesenbichler, 2010. "High-growth firms, innovation and the distance to the frontier," Economics Bulletin, AccessEcon, vol. 30(2), pages 1016-1024.
    33. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211.
    34. 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.
    35. 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.
    36. 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.
    37. 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.
    38. 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.
    39. 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.
    40. 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.
    41. 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.
    42. 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.
    43. Koenker, Roger, 2004. "Quantile regression for longitudinal data," Journal of Multivariate Analysis, Elsevier, vol. 91(1), pages 74-89, October.
    44. 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.
    45. 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.
    46. Jan Ours & Lenny Stoeldraijer, 2011. "Age, Wage and Productivity in Dutch Manufacturing," De Economist, Springer, vol. 159(2), pages 113-137, June.
    47. Hall, B.H., 2011. "Innovation and productivity," MERIT Working Papers 2011-028, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    48. 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.
    49. 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.
    50. 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.
    51. 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.
    52. 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.
    53. 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.
    54. 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.
    55. 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.
    56. 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.
    57. 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.
    58. 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.
    59. 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.
    60. 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.
    61. 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.
    62. 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).
    63. Alex Coad & Rekha Rao, 2006. "Innovation and market value: a quantile regression analysis," Economics Bulletin, AccessEcon, vol. 15(13), pages 1-10.
    64. repec:dau:papers:123456789/3716 is not listed on IDEAS
    65. 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).
    66. 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.
    67. Chamberlain, Gary, 1982. "Multivariate regression models for panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 5-46, January.
    68. 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.
    69. 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.
    70. 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.
    71. 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.
    72. 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.
    73. 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.
    74. 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.
    75. 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.
    76. 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.
    77. 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.
    78. 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, Decembrie.
    79. Serge Coulombe & Jean-François Tremblay, 2004. "Literacy, Human Capital and Growth," Working Papers 0407E, University of Ottawa, Department of Economics.
    80. 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.
    81. 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.
    82. 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.
    83. 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.
    84. 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.
    85. 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.
    86. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    87. Michael Fritsch (ed.), 2011. "Handbook of Research on Entrepreneurship and Regional Development," Books, Edward Elgar Publishing, number 13399.
    88. 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.
    89. 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.
    90. Roger Koenker & Kevin F. Hallock, 2001. "Quantile Regression," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 143-156, Fall.
    91. 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.
    92. 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.
    93. 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.
    94. 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.
    95. 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.
    96. 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.
    97. 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.
    98. Lamarche, Carlos, 2010. "Robust penalized quantile regression estimation for panel data," Journal of Econometrics, Elsevier, vol. 157(2), pages 396-408, August.
    99. 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.
    100. 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.
    101. 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.
    102. 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.
    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)

    Citations

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


    Cited by:

    1. Westerberg, Hans Seerar, 2014. "The Return to R&D and Seller-buyer Interactions: A Quantile Regression Approach," Ratio Working Papers 231, The Ratio Institute.
    2. Meiling Kang & Yucheng Li & Zhongkuang Zhao & Minjuan Zheng & Han Wu, 2022. "Does Human Capital Homogeneously Improve the Corporate Innovation: Evidence from China’s Higher Education Expansion in the Late 1990s," Sustainability, MDPI, vol. 14(19), pages 1-19, September.
    3. 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.
    4. SooGeun Ahn & Jeewhan Yoon & YoungJun Kim, 2018. "The innovation activities of small and medium-sized enterprises and their growth: quantile regression analysis and structural equation modeling," The Journal of Technology Transfer, Springer, vol. 43(2), pages 316-342, April.
    5. Li, Xing & Guo, Yue & Hou, Jiani & Liu, Jun, 2021. "Human Capital Allocation and Enterprise Innovation Performance: An Example of China's Knowledge-Intensive Service Industry," Research in International Business and Finance, Elsevier, vol. 58(C).
    6. Yan, Linnan & Tu, Menger & Chagas, André L.S. & Tai, Lufeng, 2022. "The impact of high-speed railway on labor spatial misallocation—Based on spatial difference-in-differences analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 164(C), pages 82-97.
    7. Sabien Dobbelaere & Mark Vancauteren, 2014. "Market imperfections, skills and total factor productivity : Firm-level evidence on Belgium and the Netherlands," Working Paper Research 267, National Bank of Belgium.
    8. Martin Falk, 2014. "The impact of new goods and service products on firm growth: evidence from Austrian-linked firm-level data," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(4), pages 378-397, June.
    9. Cattaruzzo, Sebastiano & Teruel, Mercedes, 2022. "On the heterogeneity of the long-term leverage-growth relationship: A cross-country analysis of manufacturing firms," Structural Change and Economic Dynamics, Elsevier, vol. 62(C), pages 552-565.
    10. Masayuki Morikawa, 2014. "Innovation in the Service Sector and the Role of Patents and Trade Secrets," CAMA Working Papers 2014-48, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    11. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2016. "Innovation and firm growth: Does firm age play a role?," Research Policy, Elsevier, vol. 45(2), pages 387-400.
    12. Caterina Santi & Pietro Santoleri, 2017. "Exploring the link between innovation and growth in Chilean firms," Small Business Economics, Springer, vol. 49(2), pages 445-467, August.
    13. Linnan Yan & Menger Tu & Andre Luis Squarize Chagas & Lufeng Tai, 2022. "The Impact of High-Speed Rail on Labor Spatial Misallocation– Based on Spatial Difference-in-Differences Analysis," Working Papers, Department of Economics 2022_19, University of São Paulo (FEA-USP).
    14. Nagwan AlQershi & Zakaria Bin Abas & Sany Sanuri Mohd Mokhtar, 2019. "THE MEDIATING EFFECT OF HUMAN CAPITAL ON THE RELATIONSHIP BETWEEN STRATEGIC INNOVATION AND THE PERFORMANCE OF MANUFACTURING SMEs IN YEMEN," Organizations and Markets in Emerging Economies, Faculty of Economics, Vilnius University, vol. 10(1).
    15. Zhong, Sheng, 2016. "The dynamics of vehicle energy efficiency: Evidence from the Massachusetts Vehicle Census," MERIT Working Papers 2016-014, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    16. Annalisa Ferrando & Alessandro Ruggieri, 2018. "Financial constraints and productivity: Evidence from euro area companies," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 23(3), pages 257-282, July.
    17. Jan de Kok & Sophie Doove & Peter Oeij & Karolus Kraan, 2014. "Scale effects in workplace innovations," Scales Research Reports H201402, EIM Business and Policy Research.
    18. Galina Besstremyannaya & Sergei Golovan, 2019. "Reconsideration of a simple approach to quantile regression for panel data: a comment on the Canay (2011) fixed effects estimator," Working Papers w0249, Center for Economic and Financial Research (CEFIR).
    19. Galina Besstremyannaya & Sergei Golovan, 2019. "Reconsideration of a simple approach to quantile regression for panel data: a comment on the Canay (2011) fixed effects estimator," Working Papers w0249, New Economic School (NES).

    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. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2016. "Innovation and firm growth: Does firm age play a role?," Research Policy, Elsevier, vol. 45(2), pages 387-400.
    2. V. Vandenberghe, 2018. "The Contribution of Educated Workers to Firms’ Efficiency Gains: The Key Role of Proximity to the ‘Local’ Frontier," De Economist, Springer, vol. 166(3), pages 259-283, September.
    3. Lenkei, Balint & Mustafa, Ghulam & Vecchi, Michela, 2018. "Growth in emerging economies: Is there a role for education?," Economic Modelling, Elsevier, vol. 73(C), pages 240-253.
    4. Alexander Coad, 2008. "Distance to Frontier and Appropriate Business Strategy," Papers on Economics and Evolution 2008-07, Philipps University Marburg, Department of Geography.
    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. 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.
    11. Angel De la Fuente, 2011. "Human capital and productivity," Working Papers 1103, BBVA Bank, Economic Research Department.
    12. 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.
    13. 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).
    14. 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.
    15. Westerberg, Hans Seerar, 2014. "The Return to R&D and Seller-buyer Interactions: A Quantile Regression Approach," Ratio Working Papers 231, The Ratio Institute.
    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

    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:zewdip:14064. 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/zemande.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.