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L?approccio delle funzioni dose-risposta per la valutazione di trattamenti continui nei sussidi alla r&s

Author

Listed:
  • Chiara Bocci
  • Marco Mariani

Abstract

Un recente filone nella letteratura di program evaluation riguarda la stima di effetti causali in presenza di trattamenti continui. Allo scopo possono essere impiegate, sotto ipotesi di non confondimento, delle funzioni dose-risposta basate sulla metodologia dei propensity scores. Un interessante ambito di applicazione ? quello dei programmi di sussidiazione alla r&s, dove ancora poco si sa su quale sia la giusta dimensione dei sussidi o degli investimenti privati da sussidiare. Analizzando un programma per la r&s delle pmi attuato in Toscana, troviamo che la relazione tra sussidio e investimento futuro in r&s, rappresentata dalla funzione dose-risposta, assume una forma, approssimativamente, U-rovesciata.

Suggested Citation

  • Chiara Bocci & Marco Mariani, 2015. "L?approccio delle funzioni dose-risposta per la valutazione di trattamenti continui nei sussidi alla r&s," SCIENZE REGIONALI, FrancoAngeli Editore, vol. 2015(3 Suppl.), pages 81-102.
  • Handle: RePEc:fan:scresc:v:html10.3280/scre2015-s03005
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    1. Raffaello Bronzini & Eleonora Iachini, 2014. "Are Incentives for R&D Effective? Evidence from a Regression Discontinuity Approach," American Economic Journal: Economic Policy, American Economic Association, vol. 6(4), pages 100-134, November.
    2. José Ángel Zúñiga-Vicente & César Alonso-Borrego & Francisco J. Forcadell & José I. Galán, 2014. "Assessing The Effect Of Public Subsidies On Firm R&D Investment: A Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 28(1), pages 36-67, February.
    3. Cerqua, Augusto & Pellegrini, Guido, 2014. "Do subsidies to private capital boost firms' growth? A multiple regression discontinuity design approach," Journal of Public Economics, Elsevier, vol. 109(C), pages 114-126.
    4. 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.
    5. Newey, Whitney K., 1994. "Kernel Estimation of Partial Means and a General Variance Estimator," Econometric Theory, Cambridge University Press, vol. 10(2), pages 1-21, June.
    6. Michela Bia & Carlos A. Flores & Alfonso Flores-Lagunes & Alessandra Mattei, 2014. "A Stata package for the application of semiparametric estimators of dose–response functions," Stata Journal, StataCorp LP, vol. 14(3), pages 580-604, September.
    7. Susan Athey & Guido W. Imbens, 2006. "Identification and Inference in Nonlinear Difference-in-Differences Models," Econometrica, Econometric Society, vol. 74(2), pages 431-497, March.
    8. 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.
    9. Carlos A. Flores & Alfonso Flores-Lagunes & Arturo Gonzalez & Todd C. Neumann, 2012. "Estimating the Effects of Length of Exposure to Instruction in a Training Program: The Case of Job Corps," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 153-171, February.
    10. Edward I. Altman & Gabriele Sabato, 2013. "MODELING CREDIT RISK FOR SMEs: EVIDENCE FROM THE US MARKET," World Scientific Book Chapters, in: Oliviero Roggi & Edward I Altman (ed.), Managing and Measuring Risk Emerging Global Standards and Regulations After the Financial Crisis, chapter 9, pages 251-279, World Scientific Publishing Co. Pte. Ltd..
    11. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    12. Marusca de Castris & Guido Pellegrini, 2012. "Evaluation of Spatial Effects of Capital Subsidies in the South of Italy," Regional Studies, Taylor & Francis Journals, vol. 46(4), pages 525-538, June.
    13. Guido W. Imbens, 2004. "Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 4-29, February.
    14. Giovanni Cerulli & Bianca Potì, 2012. "Evaluating the robustness of the effect of public subsidies on firms’ R&D: an application to Italy," Journal of Applied Economics, Universidad del CEMA, vol. 15, pages 287-320, November.
    15. Bernini, Cristina & Pellegrini, Guido, 2011. "How are growth and productivity in private firms affected by public subsidy? Evidence from a regional policy," Regional Science and Urban Economics, Elsevier, vol. 41(3), pages 253-265, May.
    16. Alberto Abadie, 2005. "Semiparametric Difference-in-Differences Estimators," Review of Economic Studies, Oxford University Press, vol. 72(1), pages 1-19.
    17. Aschhoff, Birgit, 2009. "The effect of subsidies on R&D investment and success: do subsidy history and size matter?," ZEW Discussion Papers 09-032, ZEW - Leibniz Centre for European Economic Research.
    18. Michela Bia & Alessandra Mattei, 2012. "Assessing the effect of the amount of financial aids to Piedmont firms using the generalized propensity score," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 21(4), pages 485-516, November.
    19. Valentina Adorno & Cristina Bernini & Guido Pellegrini, 2007. "The Impact of Capital Subsidies: New Estimations under Continuous Treatment," Giornale degli Economisti, GDE (Giornale degli Economisti e Annali di Economia), Bocconi University, vol. 66(1), pages 67-92, March.
    20. Imbens,Guido W. & Rubin,Donald B., 2015. "Causal Inference for Statistics, Social, and Biomedical Sciences," Cambridge Books, Cambridge University Press, number 9780521885881, January.
    21. Arpino, Bruno & Mattei, Alessandra, 2013. "Assessing the Impact of Financial Aids to Firms: Causal Inference in the presence of Interference," MPRA Paper 51795, University Library of Munich, Germany.
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    Cited by:

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    2. Caloffi, Annalisa & Mariani, Marco & Rossi, Federica & Russo, Margherita, 2018. "A comparative evaluation of regional subsidies for collaborative and individual R&D in small and medium-sized enterprises," Research Policy, Elsevier, vol. 47(8), pages 1437-1447.
    3. Marco Mariani & Fabrizia Mealli, 2018. "The Effects of R&D Subsidies to Small and Medium-Sized Enterprises. Evidence from a Regional Program," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 4(2), pages 249-281, July.

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    More about this item

    Keywords

    Sussidi alla r&s; funzioni dose-risposta; propensity score generalizzato.;
    All these keywords.

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • L53 - Industrial Organization - - Regulation and Industrial Policy - - - Enterprise Policy
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy

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