IDEAS home Printed from https://ideas.repec.org/a/eee/streco/v31y2014icp101-111.html
   My bibliography  Save this article

Capabilities and investment in R&D: An analysis on European data

Author

Listed:
  • Bogliacino, Francesco
  • Cardona, Sebastian Gómez

Abstract

In this paper we test the effect of technological capabilities (accumulated knowledge and organization/production routines) on the R&D intensity for a panel of European industries. Our proxy for capabilities is the distance from the technological frontier. Estimation is carried out with System Generalized Methods of Moments and is robust to various specifications. Our identification strategy is limited to the average (reduced form) effect.

Suggested Citation

  • Bogliacino, Francesco & Cardona, Sebastian Gómez, 2014. "Capabilities and investment in R&D: An analysis on European data," Structural Change and Economic Dynamics, Elsevier, vol. 31(C), pages 101-111.
  • Handle: RePEc:eee:streco:v:31:y:2014:i:c:p:101-111
    DOI: 10.1016/j.strueco.2014.09.001
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0954349X14000502
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.strueco.2014.09.001?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Giulio Bottazzi & Giovanni Dosi & Nadia Jacoby & Angelo Secchi & Federico Tamagni, 2010. "Corporate performances and market selection: some comparative evidence," Industrial and Corporate Change, Oxford University Press, vol. 19(6), pages 1953-1996, December.
    2. Mairesse, Jacques & Mohnen, Pierre, 2010. "Using Innovation Surveys for Econometric Analysis," 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 1129-1155, Elsevier.
    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. Angus Deaton, 2009. "Instruments of development: Randomization in the tropics, and the search for the elusive keys to economic development," Working Papers 1128, Princeton University, Woodrow Wilson School of Public and International Affairs, Center for Health and Wellbeing..
    5. Bronwyn Hall, 2004. "The financing of research and development," Chapters, in: Anthony Bartzokas & Sunil Mani (ed.), Financial Systems, Corporate Investment in Innovation, and Venture Capital, chapter 2, Edward Elgar Publishing.
    6. Crepon, B. & Duguet, E. & Mairesse, J., 1998. "Research Investment, Innovation and Productivity: An Econometric Analysis at the Firm Level," Papiers d'Economie Mathématique et Applications 98.15, Université Panthéon-Sorbonne (Paris 1).
    7. 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.
    8. Frederique Savignac, 2008. "Impact Of Financial Constraints On Innovation: What Can Be Learned From A Direct Measure?," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 17(6), pages 553-569.
    9. Giovanni Dosi, 2012. "Economic Organization, Industrial Dynamics and Development," Books, Edward Elgar Publishing, number 13145.
    10. Bottazzi, Giulio & Dosi, Giovanni & Lippi, Marco & Pammolli, Fabio & Riccaboni, Massimo, 2001. "Innovation and corporate growth in the evolution of the drug industry," International Journal of Industrial Organization, Elsevier, vol. 19(7), pages 1161-1187, July.
    11. Leiponen, Aija, 2005. "Skills and innovation," International Journal of Industrial Organization, Elsevier, vol. 23(5-6), pages 303-323, June.
    12. Archibugi, Daniele & Coco, Alberto, 2005. "Measuring technological capabilities at the country level: A survey and a menu for choice," Research Policy, Elsevier, vol. 34(2), pages 175-194, March.
    13. Michele Cincera & Julien Ravet, 2010. "Financing constraints and R&D investments of large corporations in Europe and the US," Science and Public Policy, Oxford University Press, vol. 37(6), pages 455-466, July.
    14. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211.
    15. Mariacristina Piva & Marco Vivarelli, 2007. "Is demand-pulled innovation equally important in different groups of firms?," Cambridge Journal of Economics, Oxford University Press, vol. 31(5), pages 691-710, September.
    16. Lall, Sanjaya, 1992. "Technological capabilities and industrialization," World Development, Elsevier, vol. 20(2), pages 165-186, February.
    17. Cohen, Wesley M. & Levin, Richard C., 1989. "Empirical studies of innovation and market structure," Handbook of Industrial Organization, in: R. Schmalensee & R. Willig (ed.), Handbook of Industrial Organization, edition 1, volume 2, chapter 18, pages 1059-1107, Elsevier.
    18. Nadiri, M Ishaq & Prucha, Ingmar R, 1996. "Estimation of the Depreciation Rate of Physical and R&D Capital in the U.S. Total Manufacturing Sector," Economic Inquiry, Western Economic Association International, vol. 34(1), pages 43-56, January.
    19. 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.
    20. Raquel Ortega-Argilés & Lesley Potters & Marco Vivarelli, 2011. "R&D and productivity: testing sectoral peculiarities using micro data," Empirical Economics, Springer, vol. 41(3), pages 817-839, December.
    21. Giovanni Dosi & Marco Grazzi, 2006. "Technologies as problem-solving procedures and technologies as input--output relations: some perspectives on the theory of production," Industrial and Corporate Change, Oxford University Press, vol. 15(1), pages 173-202, February.
    22. 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.
    23. Kaldor, Nicholas, 1972. "The Irrelevance of Equilibrium Economics," Economic Journal, Royal Economic Society, vol. 82(328), pages 1237-1255, December.
    24. Godfrey, L G & Orme, C D, 1994. "The Sensitivity of Some General Checks to Omitted Variables in the Linear Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 35(2), pages 489-506, May.
    25. Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
    26. Mowery, David & Rosenberg, Nathan, 1993. "The influence of market demand upon innovation: A critical review of some recent empirical studies," Research Policy, Elsevier, vol. 22(2), pages 107-108, April.
    27. Heckman, James J. & Urzúa, Sergio, 2010. "Comparing IV with structural models: What simple IV can and cannot identify," Journal of Econometrics, Elsevier, vol. 156(1), pages 27-37, May.
    28. Mario Cimoli & Wellington Pereira & Gabriel Porcile & Fábio Scatolin, 2011. "Structural change, technology, and economic growth: Brazil and the CIBS in a comparative perspective," Economic Change and Restructuring, Springer, vol. 44(1), pages 25-47, April.
    29. Giovanni Dosi & Marco Grazzi, 2010. "On the nature of technologies: knowledge, procedures, artifacts and production inputs," Cambridge Journal of Economics, Oxford University Press, vol. 34(1), pages 173-184, January.
    30. Bogliacino, Francesco & Lucchese, Matteo & Pianta, Mario, 2013. "Job creation in business services: Innovation, demand, and polarisation," Structural Change and Economic Dynamics, Elsevier, vol. 25(C), pages 95-109.
    31. Kleinknecht, Alfred & Verspagen, Bart, 1990. "Demand and innovation: Schmookler re-examined," Research Policy, Elsevier, vol. 19(4), pages 387-394, August.
    32. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    33. repec:adr:anecst:y:1998:i:49-50:p:16 is not listed on IDEAS
    34. Maurizio Zollo & Sidney G. Winter, 2002. "Deliberate Learning and the Evolution of Dynamic Capabilities," Organization Science, INFORMS, vol. 13(3), pages 339-351, June.
    35. Francesco Bogliacino & Mario Pianta, 2013. "Profits, R&D, and innovation--a model and a test," Industrial and Corporate Change, Oxford University Press, vol. 22(3), pages 649-678, June.
    36. Bruno Crepon & Emmanuel Duguet & Jacques Mairesse, 1998. "Research, Innovation And Productivity: An Econometric Analysis At The Firm Level," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 7(2), pages 115-158.
    37. Hall, Bronwyn H. & Lerner, Josh, 2010. "The Financing of R&D and Innovation," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 609-639, Elsevier.
    38. Breschi, Stefano & Malerba, Franco & Orsenigo, Luigi, 2000. "Technological Regimes and Schumpeterian Patterns of Innovation," Economic Journal, Royal Economic Society, vol. 110(463), pages 388-410, April.
    39. Guido W. Imbens, 2010. "Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009)," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 399-423, June.
    40. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    41. Christopher F Baum, 2006. "An Introduction to Modern Econometrics using Stata," Stata Press books, StataCorp LP, number imeus, March.
    42. Mahtab A. Farschi & Odile E.M. Janne & Philip McCann (ed.), 2009. "Technological Change and Mature Industrial Regions," Books, Edward Elgar Publishing, number 12604.
    43. repec:pri:cheawb:deaton%20instruments%20of%20development%20keynes%20lecture%202009 is not listed on IDEAS
    44. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    45. Dosi, Giovanni, 1988. "Sources, Procedures, and Microeconomic Effects of Innovation," Journal of Economic Literature, American Economic Association, vol. 26(3), pages 1120-1171, September.
    46. von Tunzelmann, Nick & Wang, Qing, 2007. "Capabilities and production theory," Structural Change and Economic Dynamics, Elsevier, vol. 18(2), pages 192-211, June.
    47. repec:pri:cheawb:deaton%20instruments%20of%20development%20keynes%20lecture%202009.pdf is not listed on IDEAS
    48. Scherer, F M, 1982. "Demand-Pull and Technological Invention: Schmookler Revisited," Journal of Industrial Economics, Wiley Blackwell, vol. 30(3), pages 225-237, March.
    49. Mario Cimoli & Gabriel Porcile, 2009. "Sources of learning paths and technological capabilities: an introductory roadmap of development processes," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 18(7), pages 675-694.
    50. Dietmar Harhoff, 1998. "Are there Financing Constraints for R&D and Investment in German Manufacturing Firms," Annals of Economics and Statistics, GENES, issue 49-50, pages 421-456.
    51. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," Review of Economic Studies, Oxford University Press, vol. 58(2), pages 277-297.
    52. Iammarino, Simona & Padilla-Pérez, Ramon & von Tunzelmann, Nick, 2008. "Technological Capabilities and Global-Local Interactions: The Electronics Industry in Two Mexican Regions," World Development, Elsevier, vol. 36(10), pages 1980-2003, October.
    53. Simona Iammarino & Mariacristina Piva & Marco Vivarelli & Nick Von Tunzelmann, 2012. "Technological Capabilities and Patterns of Innovative Cooperation of Firms in the UK Regions," Regional Studies, Taylor & Francis Journals, vol. 46(10), pages 1283-1301, November.
    54. repec:pri:rpdevs:instruments_of_development.pdf is not listed on IDEAS
    55. 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. Xulia González & Daniel Miles-Touya & Consuelo Pazó, 2016. "R&D, worker training and innovation: firm-level evidence," Industry and Innovation, Taylor & Francis Journals, vol. 23(8), pages 694-712, November.
    2. Dario Guarascio & Mario Pianta & Francesco Bogliacino, 2017. "Export, R&D and New Products: A Model and a Test on European Industries," Economic Complexity and Evolution, in: Andreas Pyka & Uwe Cantner (ed.), Foundations of Economic Change, pages 393-432, Springer.
    3. Dario Guarascio & Mario Pianta & Matteo Lucchese & Francesco Bogliacino, 2015. "Business cycles, technology and exports," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 32(2), pages 167-200, August.
    4. Delera, Michele & Pietrobelli, Carlo & Calza, Elisa & Lavopa, Alejandro, 2022. "Does value chain participation facilitate the adoption of Industry 4.0 technologies in developing countries?," World Development, Elsevier, vol. 152(C).
    5. Hyuk Chung, 2017. "R&D investment, cash holdings and the financial crisis: evidence from Korean corporate data," Applied Economics, Taylor & Francis Journals, vol. 49(55), pages 5638-5650, November.
    6. Sverre J Herstad & Marte CW Solheim & Marit Engen, 2019. "Learning through urban labour pools: Collected worker experiences and innovation in services," Environment and Planning A, , vol. 51(8), pages 1720-1740, November.
    7. Sverre J. Herstad & Tore Sandven, 2020. "A closer look at the relationship between innovation and employment growth at the firm level," Journal of Evolutionary Economics, Springer, vol. 30(2), pages 375-399, April.
    8. Emanuele Brancati & Raffaele Brancati & Dario Guarascio & Andrea Maresca & Manuel Romagnoli & Antonello Zanfei, 2018. "Firm-level Drivers of Export Performance and External Competitiveness in Italy," European Economy - Discussion Papers 087, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    9. Sverre J. Herstad & Marte C. W. Solheim & Marit Engen, 2021. "Collected worker experiences, knowledge management practices and service innovation in urban Norway," Papers in Regional Science, Wiley Blackwell, vol. 100(6), pages 1501-1525, December.

    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. Dario Guarascio & Mario Pianta & Francesco Bogliacino, 2017. "Export, R&D and New Products: A Model and a Test on European Industries," Economic Complexity and Evolution, in: Andreas Pyka & Uwe Cantner (ed.), Foundations of Economic Change, pages 393-432, Springer.
    2. Dario Guarascio & Mario Pianta & Matteo Lucchese & Francesco Bogliacino, 2015. "Business cycles, technology and exports," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 32(2), pages 167-200, August.
    3. Marco Vivarelli, 2015. "Structural Change and Innovation in Developing Economies: A Way Out of the Middle Income Trap ?," LEM Papers Series 2015/09, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    4. Marco Vivarelli, 2014. "The Middle Income Trap: A Way Out Based on Technological and Structural Change," DISCE - Quaderni del Dipartimento di Scienze Economiche e Sociali dises1403, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    5. Vivarelli, Marco, 2014. "Structural Change and Innovation as Exit Strategies from the Middle Income Trap," IZA Discussion Papers 8148, Institute of Labor Economics (IZA).
    6. Francesco Bogliacino & Matteo Lucchesex & Leopoldo Nascia & Mario Pianta, 2015. "The Virtuous Circle of Innovation in Italian Firms," Documentos de Trabajo, Escuela de Economía 12630, Universidad Nacional de Colombia, FCE, CID.
    7. García-Quevedo, José & Pellegrino, Gabriele & Vivarelli, Marco, 2014. "R&D drivers and age: Are young firms different?," Research Policy, Elsevier, vol. 43(9), pages 1544-1556.
    8. Cohen, Wesley M., 2010. "Fifty Years of Empirical Studies of Innovative Activity and Performance," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 129-213, Elsevier.
    9. 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.
    10. Vivarelli, Marco, 2018. "Globalisation, structural change and innovation in emerging economies: The impact on employment and skills," MERIT Working Papers 2018-037, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    11. Dosi, Giovanni & Nelson, Richard R., 2010. "Technical Change and Industrial Dynamics as Evolutionary Processes," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 51-127, Elsevier.
    12. Stefano Bianchini & Federico Tamagni & Gabriele Pellegrino, 2016. "Innovation strategies and firm growth," Working Papers 2016/10, Institut d'Economia de Barcelona (IEB).
    13. Gabriele Pellegrino & Mariacristina Piva & Marco Vivarelli, 2015. "How do new entrepreneurs innovate?," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 42(3), pages 323-341, September.
    14. Migliori, Stefania & De Massis, Alfredo & Maturo, Fabrizio & Paolone, Francesco, 2020. "How does family management affect innovation investment propensity? The key role of innovation impulses," Journal of Business Research, Elsevier, vol. 113(C), pages 243-256.
    15. Juan Máñez & María Rochina-Barrachina & Amparo Sanchis-Llopis & Juan Sanchis-Llopis, 2015. "The determinants of R&D persistence in SMEs," Small Business Economics, Springer, vol. 44(3), pages 505-528, March.
    16. José García-Quevedo & Gabriele Pellegrino & Marco Vivarelli, 2011. "The determinants of YICs’ R&D activity," Working Papers 2011/31, Institut d'Economia de Barcelona (IEB).
    17. Nemlioglu, Ilayda & Mallick, Sushanta K., 2020. "Do innovation-intensive firms mitigate their valuation uncertainty during bad times?," Journal of Economic Behavior & Organization, Elsevier, vol. 177(C), pages 913-940.
    18. Emanuele Brancati & Raffaele Brancati & Dario Guarascio & Andrea Maresca & Manuel Romagnoli & Antonello Zanfei, 2018. "Firm-level Drivers of Export Performance and External Competitiveness in Italy," European Economy - Discussion Papers 087, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    19. Georgios Efthyvoulou & Priit Vahter, 2016. "Financial Constraints, Innovation Performance and Sectoral Disaggregation," Manchester School, University of Manchester, vol. 84(2), pages 125-158, March.
    20. Cristiano Antonelli, 2011. "The Economic Complexity of Technological Change: Knowledge Interaction and Path Dependence," Chapters, in: Cristiano Antonelli (ed.), Handbook on the Economic Complexity of Technological Change, chapter 1, Edward Elgar Publishing.

    More about this item

    Keywords

    R&D; Capabilities; GMM; Technological frontier;
    All these keywords.

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

    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:eee:streco:v:31:y:2014:i:c:p:101-111. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/525148 .

    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.