IDEAS home Printed from https://ideas.repec.org/a/fan/scresc/vhtml10.3280-scre2015-s03005.html
   My bibliography  Save this article

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
    as

    Download full text from publisher

    File URL: http://www.francoangeli.it/riviste/Scheda_Rivista.aspx?IDArticolo=55626&Tipo=ArticoloPDF
    Download Restriction: Single articles can be downloaded buying download credits, for info: https://www.francoangeli.it/DownloadCredit
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    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," The Review of Economic Studies, Review of Economic Studies Ltd, 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, October.
    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.
    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. Chiara Bocci & Annalisa Caloffi & Marco Mariani & Alessandro Sterlacchini, 2023. "Evaluating Public Support to the Investment Activities of Business Firms: A Multilevel Meta-Regression Analysis of Italian Studies," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 9(1), pages 1-34, March.
    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.

    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. 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.
    2. Chiara Bocci & Annalisa Caloffi & Marco Mariani & Alessandro Sterlacchini, 2023. "Evaluating Public Support to the Investment Activities of Business Firms: A Multilevel Meta-Regression Analysis of Italian Studies," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 9(1), pages 1-34, March.
    3. Andrea Bellucci & Luca Pennacchio & Alberto Zazzaro, 2019. "Public R&D subsidies: collaborative versus individual place-based programs for SMEs," Small Business Economics, Springer, vol. 52(1), pages 213-240, January.
    4. Andrea Bellucci & Luca Pennacchio & Alberto Zazzaro, 2016. "Public subsidies for SME research and development: Empirical evaluation of collaborative versus individual place-based programs," Mo.Fi.R. Working Papers 133, Money and Finance Research group (Mo.Fi.R.) - Univ. Politecnica Marche - Dept. Economic and Social Sciences.
    5. Zoltán Bakucs & Imre Fertő & Zsófia Benedek, 2019. "Success or Waste of Taxpayer Money? Impact Assessment of Rural Development Programs in Hungary," Sustainability, MDPI, vol. 11(7), pages 1-23, April.
    6. Ramboer, Sander & Reynaerts, Jo, 2020. "Indecent proposals: Estimating the impact of regional state aid through EU guideline compliance," Regional Science and Urban Economics, Elsevier, vol. 82(C).
    7. Christian Volpe Martincus, 2010. "Odyssey in International Markets: An Assessment of the Effectiveness of Export Promotion in Latin America and the Caribbean," IDB Publications (Books), Inter-American Development Bank, number 16458, February.
    8. Tübbicke Stefan, 2022. "Entropy Balancing for Continuous Treatments," Journal of Econometric Methods, De Gruyter, vol. 11(1), pages 71-89, January.
    9. Verena Lauber & Johanna Storck, 2016. "Helping with the Kids? How Family-Friendly Workplaces Affect Parental Well-Being and Behavior," Discussion Papers of DIW Berlin 1630, DIW Berlin, German Institute for Economic Research.
    10. Verena Lauber & Johanna Storck, 2016. "Helping with the Kids? How Family-Friendly Workplaces Affect Parental Well-Being and Behavior," SOEPpapers on Multidisciplinary Panel Data Research 883, DIW Berlin, The German Socio-Economic Panel (SOEP).
    11. Špička, J., 2018. "Dynamic Effects of Public Investment Support in the Food and Beverage Industries," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 10(1).
    12. Augusto Cerqua & Guido Pellegrini, 2014. "Beyond the SUTVA: how policy evaluations change when we allow for interactions among firms," Working Papers 2/14, Sapienza University of Rome, DISS.
    13. Chung Choe & Alfonso Flores-Lagunes & Sang-Jun Lee, 2015. "Do dropouts with longer training exposure benefit from training programs? Korean evidence employing methods for continuous treatments," Empirical Economics, Springer, vol. 48(2), pages 849-881, March.
    14. 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.
    15. Martin Huber & Yu‐Chin Hsu & Ying‐Ying Lee & Layal Lettry, 2020. "Direct and indirect effects of continuous treatments based on generalized propensity score weighting," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 35(7), pages 814-840, November.
    16. 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.
    17. Ondřej Dvouletý & Stjepan Srhoj & Smaranda Pantea, 2021. "Public SME grants and firm performance in European Union: A systematic review of empirical evidence," Small Business Economics, Springer, vol. 57(1), pages 243-263, June.
    18. Stefaan Decramer & Stijn Vanormelingen, 2016. "The effectiveness of investment subsidies: evidence from a regression discontinuity design," Small Business Economics, Springer, vol. 47(4), pages 1007-1032, December.
    19. Guido Pellegrini & Augusto Cerqua, 2011. "Are the subsidies to private capital useful? A Multiple Regression Discontinuity Design Approach1," ERSA conference papers ersa11p1323, European Regional Science Association.
    20. Dmitry Arkhangelsky & Guido Imbens, 2023. "Causal Models for Longitudinal and Panel Data: A Survey," Papers 2311.15458, arXiv.org, revised Jun 2024.

    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

    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:fan:scresc:v:html10.3280/scre2015-s03005. 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: Stefania Rosato (email available below). General contact details of provider: http://www.francoangeli.it/riviste/sommario.aspx?IDRivista=103 .

    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.