[go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/ing/wpaper/201205.html
   My bibliography  Save this paper

Regional innovation policy and innovative behaviours. A propensity score matching evaluation

Author

Listed:
  • Antonioli,Davide
  • Marzucchi,Alberto
  • Montresor,Sandro
Abstract
The paper aims at evaluating the additionality of innovation policy in terms of innovative behaviours at the regional level. Innovation behaviours are distinguished, depending on their occurrence within and across the firms and the regional boundaries.The policy role with respect to them is evaluated for a sample of firms in the Italian region of Emilia-Romagna, by making use of an original, survey-based dataset, to which a Propensity Score Matching approach is applied. Funded firms are more likely to upgrade their competencies, when compared to similar non subsidised companies. On the other hand, their innovation cooperation with other business partners is not significantly affected by the policy, both within and outside the region, unless in the interaction with particular partners. All in all, the investigated innovation policy in the ER region seems to show more of what could be termed âcognitive capacity additionalityâ, rather than ânetwork additionalityâ.

Suggested Citation

  • Antonioli,Davide & Marzucchi,Alberto & Montresor,Sandro, 2012. "Regional innovation policy and innovative behaviours. A propensity score matching evaluation," INGENIO (CSIC-UPV) Working Paper Series 201205, INGENIO (CSIC-UPV).
  • Handle: RePEc:ing:wpaper:201205
    as

    Download full text from publisher

    File URL: https://www2.ingenio.upv.es/sites/default/files/working-paper/regional_innovation_policy_and_innovative_behaviours._a_propensity_score_matching_evaluation.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Malerba, Franco, 2002. "Sectoral systems of innovation and production," Research Policy, Elsevier, vol. 31(2), pages 247-264, February.
    2. Richard Florida & Charlotta Mellander & Kevin Stolarick, 2008. "Inside the black box of regional development: human capital, the creative class and tolerance," Journal of Economic Geography, Oxford University Press, vol. 8(5), pages 615-649, September.
    3. Bronwyn Hall & Alessandro Maffioli, 2008. "Evaluating the impact of technology development funds in emerging economies: evidence from Latin America," The European Journal of Development Research, Taylor and Francis Journals, vol. 20(2), pages 172-198.
    4. A. Smith, Jeffrey & E. Todd, Petra, 2005. "Does matching overcome LaLonde's critique of nonexperimental estimators?," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 305-353.
    5. Heidi Olander & Pia Hurmelinna-Laukkanen & Jukka Mähönen, 2009. "WHAT'S SMALL SIZE GOT TO DO WITH IT? PROTECTION OF INTELLECTUAL ASSETS IN SMEs," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 13(03), pages 349-370.
    6. Busom, Isabel & Fernández-Ribas, Andrea, 2008. "The impact of firm participation in R&D programmes on R&D partnerships," Research Policy, Elsevier, vol. 37(2), pages 240-257, March.
    7. Giovanni Cerulli, 2010. "Modelling and Measuring the Effect of Public Subsidies on Business R&D: A Critical Review of the Econometric Literature," The Economic Record, The Economic Society of Australia, vol. 86(274), pages 421-449, September.
    8. Humphrey, John, 1995. "Industrial reorganization in developing countries: From models to trajectories," World Development, Elsevier, vol. 23(1), pages 149-162, January.
    9. Lhuillery, Stéphane & Pfister, Etienne, 2009. "R&D cooperation and failures in innovation projects: Empirical evidence from French CIS data," Research Policy, Elsevier, vol. 38(1), pages 45-57, February.
    10. Stefan Bauernschuster & Oliver Falck & Stephan Heblich, 2008. "The Impact of Continuous Training on a Firm's Innovations," Economics of Education Working Paper Series 0024, University of Zurich, Department of Business Administration (IBW).
    11. Dirk Czarnitzki & Georg Licht, 2006. "Additionality of public R&D grants in a transition economy," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 14(1), pages 101-131, March.
    12. Bronwyn Hall & Alessandro Maffioli, 2008. "Evaluating the impact of technology development funds in emerging economies: evidence from Latin America," The European Journal of Development Research, Taylor and Francis Journals, vol. 20(2), pages 172-198.
    13. Falk, Rahel, 2007. "Measuring the effects of public support schemes on firms' innovation activities: Survey evidence from Austria," Research Policy, Elsevier, vol. 36(5), pages 665-679, June.
    14. Bjorn Asheim & Lars Coenen & Jerker Moodysson & Jan Vang, 2007. "Constructing knowledge-based regional advantage: implications for regional innovation policy," International Journal of Entrepreneurship and Innovation Management, Inderscience Enterprises Ltd, vol. 7(2/3/4/5), pages 140-155.
    15. Asheim, Bjorn T & Isaksen, Arne, 2002. "Regional Innovation Systems: The Integration of Local 'Sticky' and Global 'Ubiquitous' Knowledge," The Journal of Technology Transfer, Springer, vol. 27(1), pages 77-86, January.
    16. Hussinger, Katrin & Wastyn, Annelies, 2011. "In search for the not-invented-here syndrome: The role of knowledge sources and firm success," ZEW Discussion Papers 11-048, ZEW - Leibniz Centre for European Economic Research.
    17. Fischer, Manfred M. & Varga, Attila, 1999. "Technological Innovation and Interfirm Cooperation," ERSA conference papers ersa99pa010, European Regional Science Association.
    18. Micheal Fritsch & Christian Schwirten, 1999. "Enterprise-University Co-operation and the Role of Public Research Institutions in Regional Innovation Systems," Industry and Innovation, Taylor & Francis Journals, vol. 6(1), pages 69-83.
    19. Cooke, Philip & Gomez Uranga, Mikel & Etxebarria, Goio, 1997. "Regional innovation systems: Institutional and organisational dimensions," Research Policy, Elsevier, vol. 26(4-5), pages 475-491, December.
    20. 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.
    21. 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.
    22. Clarysse, Bart & Wright, Mike & Mustar, Philippe, 2009. "Behavioural additionality of R&D subsidies: A learning perspective," Research Policy, Elsevier, vol. 38(10), pages 1517-1533, December.
    23. Alberto Marzucchi & Chiara Franco & Sandro Montresor, 2011. "The potential face of absorptive capacity. An empirical investigation for an area of 3 European countries," Working Papers 2011R08, Orkestra - Basque Institute of Competitiveness.
    24. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    25. Daron Acemoglu, 1997. "Training and Innovation in an Imperfect Labour Market," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(3), pages 445-464.
    26. Arundel, Anthony, 2001. "The relative effectiveness of patents and secrecy for appropriation," Research Policy, Elsevier, vol. 30(4), pages 611-624, April.
    27. Autio, Erkko & Kanninen, Sami & Gustafsson, Robin, 2008. "First- and second-order additionality and learning outcomes in collaborative R&D programs," Research Policy, Elsevier, vol. 37(1), pages 59-76, February.
    28. Aerts, Kris & Schmidt, Tobias, 2008. "Two for the price of one?: Additionality effects of R&D subsidies: A comparison between Flanders and Germany," Research Policy, Elsevier, vol. 37(5), pages 806-822, June.
    29. Robert Hassink, 2002. "Regional Innovation Support Systems: Recent Trends in Germany and East Asia," European Planning Studies, Taylor & Francis Journals, vol. 10(2), pages 153-164, March.
    30. Ballot, Gerard & Taymaz, Erol, 2001. "Training policies and economic growth in an evolutionary world," Structural Change and Economic Dynamics, Elsevier, vol. 12(3), pages 311-329, September.
    31. Robert Hassink, 2005. "How to unlock regional economies from path dependency? From learning region to learning cluster," European Planning Studies, Taylor & Francis Journals, vol. 13(4), pages 521-535, June.
    32. Björn Asheim, 2009. "Next generation regional innovation policy: how to combine science and user driven approaches in regional innovation systems," EKONOMIAZ. Revista vasca de Economía, Gobierno Vasco / Eusko Jaurlaritza / Basque Government, vol. 70(01), pages 106-131.
    33. Todtling, Franz & Trippl, Michaela, 2005. "One size fits all?: Towards a differentiated regional innovation policy approach," Research Policy, Elsevier, vol. 34(8), pages 1203-1219, October.
    34. 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.
    35. John Humphrey & Hubert Schmitz, 2002. "How does insertion in global value chains affect upgrading in industrial clusters?," Regional Studies, Taylor & Francis Journals, vol. 36(9), pages 1017-1027.
    36. Rinaldo Evangelista & Simona Iammarino & Valeria Mastrostefano & Alberto Silvani, 2002. "Looking for Regional Systems of Innovation: Evidence from the Italian Innovation Survey," Regional Studies, Taylor & Francis Journals, vol. 36(2), pages 173-186.
    37. Brusco, Sebastiano, 1982. "The Emilian Model: Productive Decentralisation and Social Integration," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 6(2), pages 167-184, June.
    38. Kevin Morgan, 1997. "The Learning Region: Institutions, Innovation and Regional Renewal," Regional Studies, Taylor & Francis Journals, vol. 31(5), pages 491-503.
    39. Asheim, Bjorn T. & Coenen, Lars, 2005. "Knowledge bases and regional innovation systems: Comparing Nordic clusters," Research Policy, Elsevier, vol. 34(8), pages 1173-1190, October.
    40. Metcalfe, J S, 1995. "Technology Systems and Technology Policy in an Evolutionary Framework," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 19(1), pages 25-46, February.
    41. Elvira Uyarra, 2010. "What is evolutionary about ‘regional systems of innovation’? Implications for regional policy," Journal of Evolutionary Economics, Springer, vol. 20(1), pages 115-137, January.
    42. Sascha O. Becker & Andrea Ichino, 2002. "Estimation of average treatment effects based on propensity scores," Stata Journal, StataCorp LP, vol. 2(4), pages 358-377, November.
    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. Simachev, Y. & Kuzyk, M. & Zudin, N., 2017. "The Impact of Public Funding and Tax Incentives on Russian Firms: Additionality Effects Evaluation," Journal of the New Economic Association, New Economic Association, vol. 34(2), pages 59-93.

    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. Davide Antonioli & Alberto Marzucchi & Sandro Montresor, 2014. "Regional Innovation Policy and Innovative Behaviour: Looking for Additional Effects," European Planning Studies, Taylor & Francis Journals, vol. 22(1), pages 64-83, January.
    2. Alberto Marzucchi & Davide Antonioli & Sandro Montresor, 2012. "Research cooperation within and across regional boundaries. Does innovation policy add anything?," JRC Research Reports JRC76320, Joint Research Centre.
    3. Alberto Marzucchi & Davide Antonioli & Sandro Montresor, 2015. "Industry–research co-operation within and across regional boundaries. What does innovation policy add?," Papers in Regional Science, Wiley Blackwell, vol. 94(3), pages 499-524, August.
    4. Dragana Radicic & Geoffrey Pugh & David Douglas, 2020. "Promoting cooperation in innovation ecosystems: evidence from European traditional manufacturing SMEs," Small Business Economics, Springer, vol. 54(1), pages 257-283, January.
    5. Kiman Kim & Sang Ok Choi & Sooyeon Lee, 2021. "The Effect of a Financial Support on Firm Innovation Collaboration and Output: Does Policy Work on the Diverse Nature of Firm Innovation?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(2), pages 645-675, June.
    6. Bajmócy, Zoltán & Vas, Zsófia, 2012. "Az innovációs rendszerek 25 éve. Szakirodalmi áttekintés evolúciós közgazdaságtani megközelítésben [25 years of innovation systems. A literature review from the angle of evolutionary economics]," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(11), pages 1233-1256.
    7. Grillitsch, Markus, 2014. "Institutional Change and Economic Evolution in Regions," Papers in Innovation Studies 2014/1, Lund University, CIRCLE - Centre for Innovation Research.
    8. Markus Grillitsch, 2014. "Regional Transformation: Institutional Change and Economic Evolution in Regions," ERSA conference papers ersa14p1481, European Regional Science Association.
    9. Sergio Afcha & Jose García-Quevedo, 2016. "The impact of R&D subsidies on R&D employment composition," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 25(6), pages 955-975.
    10. Ugur, Mehmet & Trushin, Eshref, 2018. "Asymmetric information and heterogeneous effects of R&D subsidies: evidence on R&D investment and employment of R&D personel," Greenwich Papers in Political Economy 21943, University of Greenwich, Greenwich Political Economy Research Centre.
    11. Czarnitzki, Dirk & Lopes-Bento, Cindy, 2013. "Value for money? New microeconometric evidence on public R&D grants in Flanders," Research Policy, Elsevier, vol. 42(1), pages 76-89.
    12. Fassio, Claudio & Geuna, Aldo & Rossi, Federica, 2019. "International knowledge flows between industry inventors and universities: The role of multinational companies," Papers in Innovation Studies 2019/13, Lund University, CIRCLE - Centre for Innovation Research.
    13. Beck, Mathias & Lopes-Bento, Cindy & Schenker-Wicki, Andrea, 2016. "Radical or incremental: Where does R&D policy hit?," Research Policy, Elsevier, vol. 45(4), pages 869-883.
    14. Crespi, Gustavo & Figal Garone, Lucas & Maffioli, Alessandro & Stein, Ernesto, 2020. "Public support to R&D, productivity, and spillover effects: Firm-level evidence from Chile," World Development, Elsevier, vol. 130(C).
    15. LOPES BENTO Cindy & CZARNITZKI Dirk, 2012. "Value for money? New microeconomic evidence on public R&D grants in Flanders," LISER Working Paper Series 2012-19, Luxembourg Institute of Socio-Economic Research (LISER).
    16. Chapman, Gary & Lucena, Abel & Afcha, Sergio, 2018. "R&D subsidies & external collaborative breadth: Differential gains and the role of collaboration experience," Research Policy, Elsevier, vol. 47(3), pages 623-636.
    17. Pedro López-Rubio & Norat Roig-Tierno & Alicia Mas-Tur, 2020. "Regional innovation system research trends: toward knowledge management and entrepreneurial ecosystems," International Journal of Quality Innovation, Springer, vol. 6(1), pages 1-16, December.
    18. Sergio Afcha & Jose García-Quevedo, 2016. "The impact of R&D subsidies on R&D employment composition," Industrial and Corporate Change, Oxford University Press, vol. 25(6), pages 955-975.
    19. Souzanchi Kashani, Ebrahim & Roshani, Saeed, 2019. "Evolution of innovation system literature: Intellectual bases and emerging trends," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 68-80.
    20. Enrico Vanino & Stephen Roper & Bettina Becker, 2020. "Knowledge to Money: Assessing the Business Performance Effects of Publicly Funded R&D Grants," ifo DICE Report, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 17(04), pages 20-24, January.

    More about this item

    JEL classification:

    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • R58 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Regional Government Analysis - - - Regional Development Planning and Policy

    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:ing:wpaper:201205. 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: Ester Planells (email available below). General contact details of provider: https://edirc.repec.org/data/ingenes.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.