IDEAS home Printed from https://ideas.repec.org/p/uto/dipeco/201417.html
   My bibliography  Save this paper

Firms Size and Directed Technological Change

Author

Listed:

Abstract

The analysis of the characteristics of firms helps understanding the causes and the consequences of the direction of technological change. Firms differ substantially with respect to the type of technological knowledge they can generate and exploit with the introduction of technological innovations. This in turn has major effects on the direction of technological change they are able to introduce. Large firms able to command the recombinant generation of codified knowledge with a strong scientific base are more likely to introduce neutral technological changes that consist in a shift effect of production functions. Small firms that rely more on tacit and external knowledge are more likely to rely on technologies directed towards the most intensive use of locally abundant production factors. The effects of this difference in terms of the resulting total factor productivity growth are important and can be grasped only when the changes of output elasticity of production factors in growth accounting are properly appreciated. The empirical evidence for a sample of 6600 Italian firms observed during the years 1996 - 2005 confirms that large firms introduced mainly neutral technological changes while small firms with lower levels of profitability introduced biased technological changes.

Suggested Citation

  • Antonelli, Cristiano & Scellato, Giuseppe, 2014. "Firms Size and Directed Technological Change," Department of Economics and Statistics Cognetti de Martiis. Working Papers 201417, University of Turin.
  • Handle: RePEc:uto:dipeco:201417
    as

    Download full text from publisher

    File URL: http://www.est.unito.it/do/home.pl/Download?doc=/allegati/wp2014dip/wp_17_2014.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Ulrich Doraszelski & Jordi Jaumandreu, 2018. "Measuring the Bias of Technological Change," Journal of Political Economy, University of Chicago Press, vol. 126(3), pages 1027-1084.
    2. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211.
    3. 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.
    4. Cristiano Antonelli & Federico Barbiellini Amidei, 2011. "The Dynamics of Knowledge Externalities," Books, Edward Elgar Publishing, number 13292.
    5. Giuseppe Scellato, 2007. "Patents, firm size and financial constraints: an empirical analysis for a panel of Italian manufacturing firms," Cambridge Journal of Economics, Oxford University Press, vol. 31(1), pages 55-76, January.
    6. 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.
    7. Daron Acemoglu, 1998. "Why Do New Technologies Complement Skills? Directed Technical Change and Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1055-1089.
    8. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    9. Cristiano Antonelli & Francesco Quatraro, 2010. "The effects of biased technological change on total factor productivity: empirical evidence from a sample of OECD countries," The Journal of Technology Transfer, Springer, vol. 35(4), pages 361-383, August.
    10. 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.
    11. Matthew D. Shapiro, 1996. "Macroeconomic Implications of Variation in the Workweek of Capital," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 27(2), pages 79-134.
    12. Daron Acemoglu, 2002. "Directed Technical Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(4), pages 781-809.
    13. Silvia Magri, 2009. "The financing of small innovative firms: the Italian case," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 18(2), pages 181-204.
    14. Craig Burnside & Martin Eichenbaum & Sergio Rebelo, 1995. "Capital Utilization and Returns to Scale," NBER Chapters, in: NBER Macroeconomics Annual 1995, Volume 10, pages 67-124, National Bureau of Economic Research, Inc.
    15. Daron Acemoglu, 2010. "When Does Labor Scarcity Encourage Innovation?," Journal of Political Economy, University of Chicago Press, vol. 118(6), pages 1037-1078.
    16. Andrea Vaona & Mario Pianta, 2008. "Firm Size and Innovation in European Manufacturing," Small Business Economics, Springer, vol. 30(3), pages 283-299, March.
    17. Robert E. Hall & Charles I. Jones, 1999. "Why do Some Countries Produce So Much More Output Per Worker than Others?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 83-116.
    18. Johannes Van Biesebroeck, 2007. "Robustness Of Productivity Estimates," Journal of Industrial Economics, Wiley Blackwell, vol. 55(3), pages 529-569, September.
    19. Daron Acemoglu, 2003. "Labor- And Capital-Augmenting Technical Change," Journal of the European Economic Association, MIT Press, vol. 1(1), pages 1-37, March.
    20. Mark Rogers, 2004. "Networks, Firm Size and Innovation," Small Business Economics, Springer, vol. 22(2), pages 141-153, March.
    21. Francesco Caselli & Wilbur John Coleman II, 2006. "The World Technology Frontier," American Economic Review, American Economic Association, vol. 96(3), pages 499-522, June.
    22. Susanto Basu, 1996. "Procyclical Productivity: Increasing Returns or Cyclical Utilization?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 719-751.
    23. Antonelli, Cristiano, 2006. "Localized technological change and factor markets: constraints and inducements to innovation," Structural Change and Economic Dynamics, Elsevier, vol. 17(2), pages 224-247, June.
    24. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    25. Alessandra Colombelli & Francesco Quatraro, 2012. "The European Firm," Chapters, in: Michael Dietrich & Jackie Krafft (ed.), Handbook on the Economics and Theory of the Firm, chapter 17, Edward Elgar Publishing.
    26. Bailey, Alastair & Irz, Xavier & Balcombe, Kelvin, 2004. "Measuring productivity growth when technological change is biased--a new index and an application to UK agriculture," Agricultural Economics, Blackwell, vol. 31(2-3), pages 285-295, December.
    27. D. W. Jorgenson & Z. Griliches, 1967. "The Explanation of Productivity Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 34(3), pages 249-283.
    28. Acs, Zoltan J & Audretsch, David B, 1988. "Innovation in Large and Small Firms: An Empirical Analysis," American Economic Review, American Economic Association, vol. 78(4), pages 678-690, September.
    29. Mariacristina Piva & Enrico Santarelli & Marco Vivarelli, 2006. "Technological and organizational changes as determinants of the skill bias: evidence from the Italian machinery industry," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 63-73.
    30. Stoneman, Paul, 2011. "Soft Innovation: Economics, Product Aesthetics, and the Creative Industries," OUP Catalogue, Oxford University Press, number 9780199697021, Decembrie.
    31. Elisa Ughetto, 2008. "Does internal finance matter for R&D? New evidence from a panel of Italian firms," Cambridge Journal of Economics, Oxford University Press, vol. 32(6), pages 907-925, November.
    32. Adriana Di Liberto & Francesco Pigliaru & Roberto Mura, 2008. "How to measure the unobservable: a panel technique for the analysis of TFP convergence," Oxford Economic Papers, Oxford University Press, vol. 60(2), pages 343-368, April.
    33. David Roodman, 2006. "How to Do xtabond2," North American Stata Users' Group Meetings 2006 8, Stata Users Group.
    34. Antonelli Cristiano & Colombelli Alessandra, 2011. "Globalization and Directed Technological Change at the Firm Level. The European Evidencegrowth," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 201109, University of Turin.
    35. Davide Castellani & Antonello Zanfei, 2007. "Internationalisation, Innovation and Productivity: How Do Firms Differ in Italy?," The World Economy, Wiley Blackwell, vol. 30(1), pages 156-176, January.
    36. Jerzmanowski, Michal, 2007. "Total factor productivity differences: Appropriate technology vs. efficiency," European Economic Review, Elsevier, vol. 51(8), pages 2080-2110, November.
    37. Catherine Beaudry & G. Swann, 2009. "Firm growth in industrial clusters of the United Kingdom," Small Business Economics, Springer, vol. 32(4), pages 409-424, April.
    38. Zoltan Acs & David Audretsch, 1990. "Innovation and Small Firms," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262011131, December.
    39. Ruttan, Vernon W, 1997. "Induced Innovation, Evolutionary Theory and Path Dependence:," Economic Journal, Royal Economic Society, vol. 107(444), pages 1520-1529, 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. Giulio Cainelli & Valentina Giannini & Donato Iacobucci, 2020. "Small firms and bank financing in bad times," Small Business Economics, Springer, vol. 55(4), pages 943-953, December.
    2. Bartlomiej Gladysz & Krzysztof Krystosiak & Krzysztof Ejsmont & Aldona Kluczek & Aleksander Buczacki, 2021. "Sustainable Printing 4.0—Insights from a Polish Survey," Sustainability, MDPI, vol. 13(19), pages 1-20, September.
    3. Silvia Bertarelli & Chiara Lodi, 2018. "Innovation and Exporting: A Study on Eastern European Union Firms," Sustainability, MDPI, vol. 10(10), pages 1-21, October.
    4. Hou, Xiaohui & Wang, Bo & Lian, Jiale & Ke, Kong-lin, 2021. "Do CEO's early-life marketization experiences affect the innovation behavior of SMEs?," Journal of Asian Economics, Elsevier, vol. 75(C).
    5. Timo Mitze & Fabian Kreutzer, 2023. "Relocation, innovation, and the difference that firm size makes: Insights for global sourcing strategies of SMEs," Journal of International Entrepreneurship, Springer, vol. 21(3), pages 354-384, September.
    6. Shengjun Zhu & Canfei He & Qian Luo, 2019. "Good neighbors, bad neighbors: local knowledge spillovers, regional institutions and firm performance in China," Small Business Economics, Springer, vol. 52(3), pages 617-632, March.
    7. Hannu Littunen & Timo Tohmo & Esa Storhammar, 2021. "Innovation among SMEs in Finland: The impact of stakeholder engagement and firm-level characteristics," Journal of Entrepreneurship, Management and Innovation, Fundacja Upowszechniająca Wiedzę i Naukę "Cognitione", vol. 17(4), pages 157-196.
    8. Jessica Birkholz & Jarina Kühn & Mariia Shkolnykova, 2022. "Exploration or Exploitation: Innovation Behavior of SMEs and Large Firms during the COVID-19 Crisis," Bremen Papers on Economics & Innovation 2203, University of Bremen, Faculty of Business Studies and Economics.
    9. Shengjun Zhu & Canfei He & Xinming Xia, 2019. "Geography of productivity: evidence from China’s manufacturing industries," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 62(1), pages 141-168, February.
    10. Ali, Jabir, 2016. "Performance of small and medium-sized food and agribusiness enterprises: evidence from Indian firms," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 19(4), September.
    11. Tobias Schultheiss & Uschi Backes-Gellner, 2024. "Does updating education curricula accelerate technology adoption in the workplace? Evidence from dual vocational education and training curricula in Switzerland," The Journal of Technology Transfer, Springer, vol. 49(1), pages 191-235, February.
    12. Nils Grashof & Alexander Kopka, 2023. "Artificial intelligence and radical innovation: an opportunity for all companies?," Small Business Economics, Springer, vol. 61(2), pages 771-797, August.
    13. Carlo Corradini & Pelin Demirel & Giuliana Battisti, 2016. "Technological diversification within UK’s small serial innovators," Small Business Economics, Springer, vol. 47(1), pages 163-177, June.
    14. Antonelli, Cristiano & Scellato, Giuseppe, 2019. "Wage inequality and directed technological change: Implications for income distribution," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 59-65.
    15. Giulio Cainelli & Valentina Giannini & Donato Iacobucci, 0. "Small firms and bank financing in bad times," Small Business Economics, Springer, vol. 0, pages 1-11.
    16. Feder, Christophe, 2018. "The effects of disruptive innovations on productivity," Technological Forecasting and Social Change, Elsevier, vol. 126(C), pages 186-193.
    17. Nuno Campos Pereira & Nuno Araújo & Leonardo Costa, 2016. "A counting multidimensional innovation index for SMEs," Working Papers de Economia (Economics Working Papers) 01, Católica Porto Business School, Universidade Católica Portuguesa.
    18. Saghiri, Soroosh & Wilding, Richard, 2021. "On the effectiveness of supplier development programs: The role of supply-side moderators," Technovation, Elsevier, vol. 103(C).

    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. Cristiano Antonelli & Francesco Quatraro, 2014. "The effects of biased technological changes on total factor productivity: a rejoinder and new empirical evidence," The Journal of Technology Transfer, Springer, vol. 39(2), pages 281-299, April.
    2. Antonelli, Cristiano & Scellato, Giuseppe, 2009. "The Localized Introduction Of Biased Technological Change And Productivity Growth. The Empirical Evidence In The Italian Manufacturing Industry," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 200908, University of Turin.
    3. Antonelli,Cristiano, 2013. "The economics of technological congruence," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 201304, University of Turin.
    4. Cristiano Antonelli & Francesco Quatraro, 2010. "The effects of biased technological change on total factor productivity: empirical evidence from a sample of OECD countries," The Journal of Technology Transfer, Springer, vol. 35(4), pages 361-383, August.
    5. Antonelli, Cristiano, 2016. "Technological congruence and the economic complexity of technological change," Structural Change and Economic Dynamics, Elsevier, vol. 38(C), pages 15-24.
    6. Antonelli, Cristiano & Feder, Christophe & Quatraro, Francesco, 2018. "Directed Technological Change and Technological Congruence: A New Framework for the Smart Specialization Strategy," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 201801, University of Turin.
    7. Antonelli Cristiano & Fassio Claudio, 2011. "Globalization and innovation in advanced economies," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 201108, University of Turin.
    8. Antonelli Cristiano & Colombelli Alessandra, 2011. "Globalization and Directed Technological Change at the Firm Level. The European Evidencegrowth," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 201109, University of Turin.
    9. Antonelli, Cristiano & Scellato, Giuseppe, 2019. "Wage inequality and directed technological change: Implications for income distribution," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 59-65.
    10. T. Gries & R. Grundmann & I. Palnau & M. Redlin, 2017. "Innovations, growth and participation in advanced economies - a review of major concepts and findings," International Economics and Economic Policy, Springer, vol. 14(2), pages 293-351, April.
    11. Gancia, Gino & Zilibotti, Fabrizio, 2005. "Horizontal Innovation in the Theory of Growth and Development," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 3, pages 111-170, Elsevier.
    12. Massimo Del Gatto & Adriana Di Liberto & Carmelo Petraglia, 2011. "Measuring Productivity," Journal of Economic Surveys, Wiley Blackwell, vol. 25(5), pages 952-1008, December.
    13. Leonard Kukić, 2021. "The Nature Of Technological Failure: Patterns Of Biased Technical Change In Socialist Europe," Journal of Economic Surveys, Wiley Blackwell, vol. 35(3), pages 895-925, July.
    14. Gregory Casey, 2018. "Technology-Driven Unemployment," 2018 Meeting Papers 302, Society for Economic Dynamics.
    15. Crafts, Nicholas, 2010. "The contribution of new technology to economic growth: lessons from economic history," Revista de Historia Económica / Journal of Iberian and Latin American Economic History, Cambridge University Press, vol. 28(3), pages 409-440, December.
    16. Antonelli, Cristiano & Fassio, Claudio, 2014. "The economics of the light economy," Technological Forecasting and Social Change, Elsevier, vol. 87(C), pages 89-107.
    17. Cristiano Antonelli & Federico Barbiellini Amidei, 2011. "The Dynamics of Knowledge Externalities," Books, Edward Elgar Publishing, number 13292.
    18. Cragun, Randy & Tamura, Robert & Jerzmanowski, Michal, 2017. "Directed technical change: A macro perspective on life cycle earnings profiles," MPRA Paper 81830, University Library of Munich, Germany.
    19. Markus Eberhardt & Christian Helmers, 2010. "Untested Assumptions and Data Slicing: A Critical Review of Firm-Level Production Function Estimators," Economics Series Working Papers 513, University of Oxford, Department of Economics.
    20. Nicholas Crafts, 2010. "Cliometrics and technological change: a survey," The European Journal of the History of Economic Thought, Taylor & Francis Journals, vol. 17(5), pages 1127-1147.

    More about this item

    JEL classification:

    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship

    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:uto:dipeco:201417. 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: Piero Cavaleri or Marina Grazioli (email available below). General contact details of provider: https://edirc.repec.org/data/detorit.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.