IDEAS home Printed from https://ideas.repec.org/p/gmf/wpaper/2016-06.html
   My bibliography  Save this paper

Collecting new pieces to the regional knowledge spillovers puzzle: high-tech versus low-tech industries

Author

Listed:
  • Carlos Carreira

    (GEMF and Faculty of Economics, University of Coimbra, Portugal)

  • Luís Lopes

    (GEMF and Faculty of Economics, University of Coimbra, Portugal)

Abstract

This paper revisits the puzzling question regarding the role of spatial agglomeration of production activities and knowledge on firm’s total factor productivity (TFP). In particular, it addresses the overlooked issue of a plausible non-linear effect and different across industries. Using a panel of Portuguese manufacturing firms, we found that specialization economies have a positive impact on firms’ productivity, especially for those operating in medium-high and high-tech sectors. Diversity externalities, for its part, have an inverted U-shaped relationship with firms’ TFP in low, medium-low and medium-high tech sectors. The relationship between regional R&D employment and productivity differs across sectors: in all manufacturing firms and firms from medium-low and high-tech sectors, there is an inverted U-shaped relationship; in low-tech sector, there is a U-shaped relationship and a positive elasticity for any employment level higher than the 20th percentile. Overall, agglomeration economies differ substantially across industries and they are non-linear.

Suggested Citation

  • Carlos Carreira & Luís Lopes, 2016. "Collecting new pieces to the regional knowledge spillovers puzzle: high-tech versus low-tech industries," GEMF Working Papers 2016-06, GEMF, Faculty of Economics, University of Coimbra.
    • Handle: RePEc:gmf:wpaper:2016-06
    as

    Download full text from publisher

    File URL: https://repec.uc.pt/gmf/wpaper/wpgemf/gemf_2016-06.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Martin, Philippe & Mayer, Thierry & Mayneris, Florian, 2011. "Spatial concentration and plant-level productivity in France," Journal of Urban Economics, Elsevier, vol. 69(2), pages 182-195, March.
    3. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    4. Borje Johansson & Hans Loof, 2008. "Innovation Activities Explained By Firm Attributes And Location," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 17(6), pages 533-552.
    5. 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.
    6. Martin, Philippe & Mayer, Thierry & Mayneris, Florian, 2011. "Spatial concentration and plant-level productivity in France," Journal of Urban Economics, Elsevier, vol. 69(2), pages 182-195, March.
    7. Ehrl, Philipp, 2013. "Agglomeration economies with consistent productivity estimates," Regional Science and Urban Economics, Elsevier, vol. 43(5), pages 751-763.
    8. Rebecca Bradley & Joshua S. Gans, 1998. "Growth in Australian Cities," The Economic Record, The Economic Society of Australia, vol. 74(226), pages 266-278, September.
    9. Carlos Carreira & Luís Lopes, 2015. "Are Small Firms More Dependent on the Local Environment than Larger Firms? Evidence from Portuguese Manufacturing Firms," International Studies in Entrepreneurship, in: Rui Baptista & João Leitão (ed.), Entrepreneurship, Human Capital, and Regional Development, edition 127, chapter 0, pages 263-280, Springer.
    10. Michael Storper & Anthony J. Venables, 2004. "Buzz: face-to-face contact and the urban economy," Journal of Economic Geography, Oxford University Press, vol. 4(4), pages 351-370, August.
    11. Zoltán J. Ács & Pontus Braunerhjelm & David B. Audretsch & Bo Carlsson, 2015. "The knowledge spillover theory of entrepreneurship," Chapters, in: Global Entrepreneurship, Institutions and Incentives, chapter 7, pages 129-144, Edward Elgar Publishing.
    12. 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.
    13. Henderson, Vernon & Kuncoro, Ari & Turner, Matt, 1995. "Industrial Development in Cities," Journal of Political Economy, University of Chicago Press, vol. 103(5), pages 1067-1090, October.
    14. Stephen R. Bond, 2002. "Dynamic panel data models: a guide to micro data methods and practice," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 141-162, August.
    15. 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.
    16. Mario Forni & Sergio Paba, 2002. "Spillovers and the growth of local industries," Journal of Industrial Economics, Wiley Blackwell, vol. 50(2), pages 151-171, June.
    17. Beaudry, Catherine & Schiffauerova, Andrea, 2009. "Who's right, Marshall or Jacobs? The localization versus urbanization debate," Research Policy, Elsevier, vol. 38(2), pages 318-337, March.
    18. Grimpe, Christoph & Sofka, Wolfgang, 2009. "Search patterns and absorptive capacity: Low- and high-technology sectors in European countries," Research Policy, Elsevier, vol. 38(3), pages 495-506, April.
    19. Jo Thori Lind & Halvor Mehlum, 2010. "With or Without U? The Appropriate Test for a U‐Shaped Relationship," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(1), pages 109-118, February.
    20. Michael Fritsch & Viktor Slavtchev, 2007. "Universities and Innovation in Space," Industry and Innovation, Taylor & Francis Journals, vol. 14(2), pages 201-218.
    21. Breschi, Stefano & Lissoni, Francesco, 2001. "Knowledge Spillovers and Local Innovation Systems: A Critical Survey," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(4), pages 975-1005, December.
    22. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers 09/02, Institute for Fiscal Studies.
    23. Valter Di Giacinto & Matteo Gomellini & Giacinto Micucci & Marcello Pagnini, 2014. "Mapping local productivity advantages in Italy: industrial districts, cities or both?," Journal of Economic Geography, Oxford University Press, vol. 14(2), pages 365-394.
    24. Federico Cingano & Fabiano Schivardi, 2004. "Identifying the Sources of Local Productivity Growth," Journal of the European Economic Association, MIT Press, vol. 2(4), pages 720-742, June.
    25. Henderson, J. Vernon, 2003. "Marshall's scale economies," Journal of Urban Economics, Elsevier, vol. 53(1), pages 1-28, January.
    26. Tappeiner, Gottfried & Hauser, Christoph & Walde, Janette, 2008. "Regional knowledge spillovers: Fact or artifact?," Research Policy, Elsevier, vol. 37(5), pages 861-874, June.
    27. Martin Andersson & Hans Lööf, 2011. "Agglomeration and productivity: evidence from firm-level data," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 46(3), pages 601-620, June.
    28. Zoltan J. Acs, 2005. "Innovation and the Growth of Cities," Contributions to Economic Analysis, in: Urban Dynamics and Growth: Advances in Urban Economics, pages 635-658, Emerald Group Publishing Limited.
    29. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    30. Frank G. van Oort & Martijn J. Burger & Joris Knoben & Otto Raspe, 2012. "Multilevel Approaches And The Firm-Agglomeration Ambiguity In Economic Growth Studies," Journal of Economic Surveys, Wiley Blackwell, vol. 26(3), pages 468-491, July.
    31. 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.
    32. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers CWP09/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    33. Diego Puga, 2010. "The Magnitude And Causes Of Agglomeration Economies," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 203-219, February.
    34. Koen Frenken & Frank Van Oort & Thijs Verburg, 2007. "Related Variety, Unrelated Variety and Regional Economic Growth," Regional Studies, Taylor & Francis Journals, vol. 41(5), pages 685-697.
    35. Thomas Doring & Jan Schnellenbach, 2006. "What do we know about geographical knowledge spillovers and regional growth?: A survey of the literature," Regional Studies, Taylor & Francis Journals, vol. 40(3), pages 375-395.
    36. repec:hal:wpspec:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    37. Martin, Philippe & Mayer, Thierry & Mayneris, Florian, 2011. "Spatial concentration and plant-level productivity in France," Journal of Urban Economics, Elsevier, vol. 69(2), pages 182-195, March.
    38. Bronzini, Raffaello & Piselli, Paolo, 2009. "Determinants of long-run regional productivity with geographical spillovers: The role of R&D, human capital and public infrastructure," Regional Science and Urban Economics, Elsevier, vol. 39(2), pages 187-199, March.
    39. repec:bla:ecorec:v:74:y:1998:i:226:p:266-78 is not listed on IDEAS
    40. Yang, Chih-Hai & Lin, Hui-Lin & Li, Hsiao-Yun, 2013. "Influences of production and R&D agglomeration on productivity: Evidence from Chinese electronics firms," China Economic Review, Elsevier, vol. 27(C), pages 162-178.
    41. Malerba, Franco & Orsenigo, Luigi, 1997. "Technological Regimes and Sectoral Patterns of Innovative Activities," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 6(1), pages 83-117.
    42. Amesse, Fernand & Cohendet, P., 2001. "Technology transfer revisited from the perspective of the knowledge-based economy," Research Policy, Elsevier, vol. 30(9), pages 1459-1478, December.
    43. Hisamitsu Saito & Munisamy Gopinath, 2009. "Plants' self-selection, agglomeration economies and regional productivity in Chile," Journal of Economic Geography, Oxford University Press, vol. 9(4), pages 539-558, July.
    44. repec:hal:spmain:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    45. repec:bla:jindec:v:50:y:2002:i:2:p:151-71 is not listed on IDEAS
    Full references (including those not matched with items on IDEAS)

    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. Carlos Carreira & Luís Lopes, 2016. "Collecting new pieces to the regional knowledge spillovers puzzle: high-tech versus low-tech industries," GEMF Working Papers 2016-06, GEMF, Faculty of Economics, University of Coimbra.
    2. Carlos Carreira & Luís Lopes, 2018. "Regional knowledge spillovers: a firm-based analysis of non-linear effects," Regional Studies, Taylor & Francis Journals, vol. 52(7), pages 948-958, July.
    3. Carlos Carreira & Luís Lopes, 2015. "Are Small Firms More Dependent on the Local Environment than Larger Firms? Evidence from Portuguese Manufacturing Firms," International Studies in Entrepreneurship, in: Rui Baptista & João Leitão (ed.), Entrepreneurship, Human Capital, and Regional Development, edition 127, chapter 0, pages 263-280, Springer.
    4. Giorgio Fazio & Enza Maltese, 2015. "Agglomeration Externalities and the Productivity of Italian Firms," Growth and Change, Wiley Blackwell, vol. 46(3), pages 354-378, September.
    5. Giulio Cainelli & Andrea Fracasso & Giuseppe Vittucci Marzetti, 2015. "Spatial agglomeration and productivity in Italy: A panel smooth transition regression approach," Papers in Regional Science, Wiley Blackwell, vol. 94, pages 39-67, November.
    6. Giulio Cainelli & Sandro Montresor & Giuseppe Vittucci Marzetti, 2014. "Spatial agglomeration and firm exit: a spatial dynamic analysis for Italian provinces," Small Business Economics, Springer, vol. 43(1), pages 213-228, June.
    7. Carlos Carreira & Luís Lopes, 2020. "How are the potential gains from economic activity transmitted to the labour factor: more employment or more wages? Evidence from the Portuguese context," Regional Science Policy & Practice, Wiley Blackwell, vol. 12(2), pages 319-348, April.
    8. Hundt, Christian & Holtermann, Linus & Steeger, Jonas & Bersch, Johannes, 2019. "Cluster externalities, firm capabilities, and the recessionary shock: How the macro-to-micro-transition shapes firm performance during stable times and times of crisis," ZEW Discussion Papers 19-008, ZEW - Leibniz Centre for European Economic Research.
    9. Michaela Fuchs, 2011. "How important are agglomeration effects for plant performance? Empirical evidence for Germany," ERSA conference papers ersa11p912, European Regional Science Association.
    10. Hundt, Christian & Holtermann, Linus & Steeger, Jonas & Bersch, Johannes, 2019. "Cluster externalities, firm capabilities, and the recessionary shock: How the macro-to-micro-transition shapes firm performance during stable times and times of crisis," MPRA Paper 91802, University Library of Munich, Germany.
    11. Combes, Pierre-Philippe & Gobillon, Laurent, 2015. "The Empirics of Agglomeration Economies," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 247-348, Elsevier.
    12. SHARMA Anand, 2017. "Dynamic Externalities And Regional Manufacturing Growth: Evidence From India," Studies in Business and Economics, Lucian Blaga University of Sibiu, Faculty of Economic Sciences, vol. 12(1), pages 185-201, April.
    13. Fritsch, Michael & Changoluisa, Javier, 2017. "New business formation and the productivity of manufacturing incumbents: Effects and mechanisms," Journal of Business Venturing, Elsevier, vol. 32(3), pages 237-259.
    14. Johanna Vogel, 2015. "The two faces of R&D and human capital: Evidence from Western European regions," Papers in Regional Science, Wiley Blackwell, vol. 94(3), pages 525-551, August.
    15. Mohamed Amara & Khaled Thabet, 2019. "Firm and regional factors of productivity: a multilevel analysis of Tunisian manufacturing," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 63(1), pages 25-51, August.
    16. Matthias Firgo & Peter Mayerhofer, 2015. "Wissens-Spillovers und regionale Entwicklung - welche strukturpolitische Ausrichtung optimiert des Wachstum?," Working Paper Reihe der AK Wien - Materialien zu Wirtschaft und Gesellschaft 144, Kammer für Arbeiter und Angestellte für Wien, Abteilung Wirtschaftswissenschaft und Statistik.
    17. Khaled Thabet, 2015. "Industrial structure and total factor productivity: the Tunisian manufacturing sector between 1998 and 2004," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 54(2), pages 639-662, March.
    18. Matthias Firgo & Peter Mayerhofer, 2015. "Wissensintensive Unternehmensdienste, Wissens-Spillovers und regionales Wachstum. Teilprojekt 1: Wissens-Spillovers und regionale Entwicklung – Welche strukturpolitische Ausrichtung optimiert das Wach," WIFO Studies, WIFO, number 58342.
    19. Martin Andersson & Hans Lööf, 2011. "Agglomeration and productivity: evidence from firm-level data," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 46(3), pages 601-620, June.
    20. Roberto Ganau & Andrés Rodríguez†Pose, 2018. "Industrial clusters, organized crime, and productivity growth in Italian SMEs," Journal of Regional Science, Wiley Blackwell, vol. 58(2), pages 363-385, March.

    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:gmf:wpaper:2016-06. 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: Sofia Antunes (email available below). General contact details of provider: https://edirc.repec.org/data/cebucpt.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.