IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/48573.html
   My bibliography  Save this paper

Firm heterogeneity in TFP, sectoral innovation and geography. Evidence from Italy

Author

Listed:
  • Aiello, Francesco
  • Pupo, Valeria
  • Ricotta, Fernanda

Abstract

Sectoral and territorial specificities affect the firm’s capabilities of being productive. While there is a wide consensus on this, a quantitative measure of the these effects has been lacking. To this end, we combine a dataset of Italian firms with some meso regional and sectoral variables and apply a cross-classified model that allows for a clear distinction between firm, region-specific and sector-specific effects. After observing a marked TFP heterogeneity across firms, the paper addresses the issue of understanding how much differences in firms’ productivity depend on regional localisation and sector specificities. Results refer to 2004-2006 and are threefold. Firstly, they confirm that the main source of firm variety is mostly due to differences revealed at individual level. Secondly, we find that sector is more important than location in explaining firms’ TFP. Lastly, the results show that firm TFP increases when it belongs to more innovative sectors. Similarly, companies get benefits from belonging to sectors where there is a high proportion of firms using R&D public support and a high propensity to collaborate in innovative projects.

Suggested Citation

  • Aiello, Francesco & Pupo, Valeria & Ricotta, Fernanda, 2013. "Firm heterogeneity in TFP, sectoral innovation and geography. Evidence from Italy," MPRA Paper 48573, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:48573
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/48573/1/MPRA_paper_48573.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Muscio, Alessandro & Quaglione, Davide & Vallanti, Giovanna, 2013. "Does government funding complement or substitute private research funding to universities?," Research Policy, Elsevier, vol. 42(1), pages 63-75.
    2. Guido Ascari & Valeria di Cosmo, 2005. "Determinants of total factor productivity in the italian Regions," SCIENZE REGIONALI, FrancoAngeli Editore, vol. 2005(2).
    3. Giorgio Fazio & Davide Piacentino, 2010. "A Spatial Multilevel Analysis of Italian SMEs' Productivity," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(3), pages 299-316.
    4. J. Vernon Henderson, Zmarak Shalizi, and Anthony J. Venables, 2001. "Geography and development," Journal of Economic Geography, Oxford University Press, vol. 1(1), pages 81-105, January.
    5. Cora J. M. Maas & Joop J. Hox, 2004. "Robustness issues in multilevel regression analysis," Statistica Neerlandica, Netherlands Society for Statistics and Operations Research, vol. 58(2), pages 127-137, May.
    6. 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.
    7. Serguei Kaniovski & Michael Peneder, 2002. "On the structural dimension of competitive strategy," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 11(3), pages 557-579, June.
    8. Francesco Aiello & Alfonsina Iona & Leone Leonida, 2012. "Regional infrastructure and firm investment: theory and empirical evidence for Italy," Empirical Economics, Springer, vol. 42(3), pages 835-862, June.
    9. Francesco Aiello & Vincenzo Scoppa, 2000. "Uneven Regional Development in Italy: Explaining Differences in Productivity Levels," Giornale degli Economisti, GDE (Giornale degli Economisti e Annali di Economia), Bocconi University, vol. 59(2), pages 270-298, September.
    10. Aiello, Francesco & Pupo, Valeria & Ricotta, Fernand, 2011. "Explaining TFP at firm level in Italy. Does location matter?," MPRA Paper 35656, University Library of Munich, Germany.
    11. Francesco QUATRARO, 2006. "Technological Change And Productivity Growth In Italian Regions, 1982-2001," Region et Developpement, Region et Developpement, LEAD, Universite du Sud - Toulon Var, vol. 24, pages 135-158.
    12. Schmalensee, Richard, 1985. "Do Markets Differ Much?," American Economic Review, American Economic Association, vol. 75(3), pages 341-351, June.
    13. Maria Gabriela Ladu, 2010. "Total Factor Productivity Estimates: Some Evidence from European Regions," WIFO Working Papers 380, WIFO.
    14. Giuseppe Medda & Claudio Piga & Donald S Siegel, 2005. "University R&D and Firm Productivity: Evidence from Italy," The Journal of Technology Transfer, Springer, vol. 30(2_2), pages 199-205, January.
    15. Ciccone, Antonio & Hall, Robert E, 1996. "Productivity and the Density of Economic Activity," American Economic Review, American Economic Association, vol. 86(1), pages 54-70, March.
    16. Belderbos, Rene & Carree, Martin & Lokshin, Boris, 2004. "Cooperative R&D and firm performance," Research Policy, Elsevier, vol. 33(10), pages 1477-1492, December.
    17. Miriam A. Golden & Lucio Picci, 2005. "Proposal For A New Measure Of Corruption, Illustrated With Italian Data," Economics and Politics, Wiley Blackwell, vol. 17, pages 37-75, March.
    18. Rachel Ngai & Roberto Samaniego, 2011. "Accounting for Research and Productivity Growth Across Industries," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 14(3), pages 475-495, July.
    19. Nicholas Bloom & John Van Reenen, 2010. "Why Do Management Practices Differ across Firms and Countries?," Journal of Economic Perspectives, American Economic Association, vol. 24(1), pages 203-224, Winter.
    20. R. Harris & Q. C. Li & J. Moffat, 2011. "The impact of higher education institution-firm knowledge links on firm-level productivity in Britain," Applied Economics Letters, Taylor & Francis Journals, vol. 18(13), pages 1243-1246.
    21. Francesco Daveri & Cecilia Jona-Lasinio, 2005. "Italy's Decline: Getting the Facts Right," Giornale degli Economisti, GDE (Giornale degli Economisti e Annali di Economia), Bocconi University, vol. 64(4), pages 365-410, December.
    22. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    23. Leo Sveikauskas, 2007. "R&D and Productivity Growth: A Review of the Literature," Working Papers 408, U.S. Bureau of Labor Statistics.
    24. Bronwyn Hall & Francesca Lotti & Jacques Mairesse, 2009. "Innovation and productivity in SMEs: empirical evidence for Italy," Small Business Economics, Springer, vol. 33(1), pages 13-33, June.
    25. Emanuela Marrocu & Raffaele Paci, 2010. "The effects of public capital on the productivity of the Italian regions," Applied Economics, Taylor & Francis Journals, vol. 42(8), pages 989-1002.
    26. van Dijk, Machiel, 2000. "Technological Regimes and Industrial Dynamics: The Evidence from Dutch Manufacturing," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 9(2), pages 173-194, June.
    27. Belderbos, Rene & Carree, Martin & Lokshin, Boris, 2004. "Cooperative R&D and firm performance," Research Policy, Elsevier, vol. 33(10), pages 1477-1492, December.
    28. Fulvio Castellacci & Jinghai Zheng, 2010. "Technological regimes, Schumpeterian patterns of innovation and firm-level productivity growth," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(6), pages 1829-1865, December.
    29. Aqib Aslam & Luisa Corrado, 2012. "The geography of well-being," Journal of Economic Geography, Oxford University Press, vol. 12(3), pages 627-649, May.
    30. repec:hoo:wpaper:e-93-6 is not listed on IDEAS
    31. Joseph Byrne & Giorgio Fazio & Davide Piacentino, 2009. "Total Factor Productivity Convergence among Italian Regions: Some Evidence from Panel Unit Root Tests," Regional Studies, Taylor & Francis Journals, vol. 43(1), pages 63-76.
    32. Francesco Serti & Chiara Tomasi, 2008. "Self-Selection and Post-Entry Effects of Exports: Evidence from Italian Manufacturing Firms," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 144(4), pages 660-694, December.
    33. Giovanni Iuzzolino & Guido Pellegrini & Gianfranco Viesti, 2011. "Convergence among Italian Regions, 1861-2011," Quaderni di storia economica (Economic History Working Papers) 22, Bank of Italy, Economic Research and International Relations Area.
    34. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    35. 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.
    36. Miriam A. Golden & Lucio Picci, 2005. "Proposal For A New Measure Of Corruption, Illustrated With Italian Data," Economics and Politics, Wiley Blackwell, vol. 17(1), pages 37-75, March.
    37. Parisi, Maria Laura & Schiantarelli, Fabio & Sembenelli, Alessandro, 2006. "Productivity, innovation and R&D: Micro evidence for Italy," European Economic Review, Elsevier, vol. 50(8), pages 2037-2061, November.
    38. Raspe, Otto & van Oort, Frank G., 2011. "Firm heterogeneity, productivity and spatially bounded knowledge externalities," Socio-Economic Planning Sciences, Elsevier, vol. 45(1), pages 38-47, March.
    39. Andrea Brandolini & Piero Cipollone, 2001. "Multifactor Productivity and Labour Quality in Italy, 1981-2000," Temi di discussione (Economic working papers) 422, Bank of Italy, Economic Research and International Relations Area.
    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. Francesco Aiello & Fernanda Ricotta, 2014. "Firm heterogeneity in productivity across Europe. What explains what?," ERSA conference papers ersa14p808, European Regional Science Association.
    2. Massimo Tamberi, 2018. "Productivity Differentiantion Along the Development Process: a "Meso" Approach," Working Papers 427, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
    3. Francesco Aiello & Graziella Bonanno, 2018. "Multilevel empirics for small banks in local markets," Papers in Regional Science, Wiley Blackwell, vol. 97(4), pages 1017-1037, November.
    4. Anna Ferragina & Fernanda Mazzotta, 2015. "Agglomeration economies in Italy: impact on heterogeneous firms’ exit in a multilevel framework," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 42(4), pages 395-440, December.
    5. Fernanda Ricotta, 2019. "The Quality of Regional Government and Firm Performance," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 11(2), pages 27-40, February.
    6. Fernanda Ricotta, 2016. "Productivity Differences By Export Destination," Working Papers 201601, Università della Calabria, Dipartimento di Economia, Statistica e Finanza "Giovanni Anania" - DESF.

    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. Aiello, Francesco & Pupo, Valeria & Ricotta, Fernand, 2011. "Explaining TFP at firm level in Italy. Does location matter?," MPRA Paper 35656, University Library of Munich, Germany.
    2. Francesco Aiello & Valeria Pupo & Fernanda Ricotta, 2014. "Explaining Total Factor Productivity at Firm Level in Italy: Does Location Matter?," Spatial Economic Analysis, Taylor & Francis Journals, vol. 9(1), pages 51-70, March.
    3. Francesco Aiello & Fernanda Ricotta, 2014. "Firm heterogeneity in productivity across Europe. What explains what?," ERSA conference papers ersa14p808, European Regional Science Association.
    4. Paola Cardamone & Valeria Pupo & Fernanda Ricotta, 2016. "Do Firms Benefit from University Research? Evidence from Italy," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 2(3), pages 445-471, November.
    5. Francesco Aiello & Fernanda Ricotta, 2016. "Firm heterogeneity in productivity across Europe: evidence from multilevel models," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(1), pages 57-89, January.
    6. Paola Cardamone & Valeria Pupo & Fernanda Ricotta, 2012. "University And Firm Performance In The Italian Manufacturing Sector," Working Papers 201207, Università della Calabria, Dipartimento di Economia, Statistica e Finanza "Giovanni Anania" - DESF.
    7. Giuseppe Albanese & Marco M. Sorge, 2010. "On the Production Function for Italy," Rivista Internazionale di Scienze Sociali, Vita e Pensiero, Pubblicazioni dell'Universita' Cattolica del Sacro Cuore, vol. 118(4), pages 401-416.
    8. Matteo Bugamelli & Francesca Lotti & Monica Amici & Emanuela Ciapanna & Fabrizio Colonna & Francesco D�Amuri & Silvia Giacomelli & Andrea Linarello & Francesco Manaresi & Giuliana Palumbo & Filippo , 2018. "Productivity growth in Italy: a tale of a slow-motion change," Questioni di Economia e Finanza (Occasional Papers) 422, Bank of Italy, Economic Research and International Relations Area.
    9. Grace Carolina Guevara‐Rosero, 2021. "Determinants of manufacturing micro firms' productivity in Ecuador. Do industry and canton where they operate matter?," Regional Science Policy & Practice, Wiley Blackwell, vol. 13(4), pages 1215-1248, August.
    10. 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.
    11. Calcagnini, Giorgio & Marin, Giovanni & Perugini, Francesco, 2021. "Labour flexibility, internal migration and productivity in Italian regions," Structural Change and Economic Dynamics, Elsevier, vol. 57(C), pages 308-320.
    12. Valeria Pupo & Francesco Aiello, 2009. "L'impatto della politica regionale dell'Unione Europea. Uno studio sulle regioni italiane," Rivista italiana degli economisti, Società editrice il Mulino, issue 3, pages 421-454.
    13. Mohamed Amara, 2023. "Agglomeration and firm performance in times of economic turmoil: Evidence from Tunisian firm‐level data," Growth and Change, Wiley Blackwell, vol. 54(2), pages 446-481, June.
    14. Mohamed Amara, 2019. "Firm Performance and Agglomeration Effects: Evidence from Tunisian Firm-level Data," Working Papers 1297, Economic Research Forum, revised 2019.
    15. Richard Harris & John Moffat, 2011. "R&D, Innovation and Exporting," SERC Discussion Papers 0073, Centre for Economic Performance, LSE.
    16. Andrea Lasagni & Annamaria Nifo & Gaetano Vecchione, 2015. "Firm Productivity And Institutional Quality: Evidence From Italian Industry," Journal of Regional Science, Wiley Blackwell, vol. 55(5), pages 774-800, November.
    17. Lidia Mannarino & Valeria Pupo & Fernanda Ricotta, 2016. "Family Firms and Productivity: The Role of Institutional Quality," International Journal of Business and Management, Canadian Center of Science and Education, vol. 11(10), pages 343-343, September.
    18. Mahmut Yaşar & Catherine Paul, 2012. "Firm performance and knowledge spillovers from academic, industrial and foreign linkages: the case of China," Journal of Productivity Analysis, Springer, vol. 38(3), pages 237-253, December.
    19. Bürker, Matthias & Franco, Chiara & Minerva, G. Alfredo, 2013. "Foreign ownership, firm performance, and the geography of civic capital," Regional Science and Urban Economics, Elsevier, vol. 43(6), pages 964-984.
    20. Baumann, Julian & Kritikos, Alexander S., 2016. "The link between R&D, innovation and productivity: Are micro firms different?," Research Policy, Elsevier, vol. 45(6), pages 1263-1274.

    More about this item

    Keywords

    Total Factor Productivity; Firms’ Heterogeneity; Sectoral innovation; Geography; Cross-Classified Models;
    All these keywords.

    JEL classification:

    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance
    • L60 - Industrial Organization - - Industry Studies: Manufacturing - - - General
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

    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:pra:mprapa:48573. 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: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.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.