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Do subsidies to private capital boost firms' growth? A multiple regression discontinuity design approach

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  • Cerqua, Augusto
  • Pellegrini, Guido

Abstract

There is still little consensus among economists on the effectiveness of business support policies. The evaluation of such policies requires a reliable identification procedure that is hardly achieved in empirical studies. We analyse the impact of a policy instrument – Law 488/92 (L488), the main Italian regional policy – that allocates subsidies to private firms by a multiple ranking system. Thanks to the peculiar L488 selection process that creates the conditions for a local random experiment, we are able to assess the effectiveness of these types of incentives for a relevant subgroup of firms. We propose a nonparametric multiple rankings regression discontinuity design that exploits the sharp discontinuities in the L488 rankings and extends the regression discontinuity design (RDD) approach to a context where the treatment is assigned by multiple rankings with different cut-off points. We find that the impact of the subsidies on employment, investment, and turnover is positive and statistically significant, while the effect on productivity is mostly negligible. The new subsidised capital is additional but non-complementary with the owner-financed investment. The results are robust to different specifications and not due to intertemporal substitution.

Suggested Citation

  • 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.
    • Handle: RePEc:eee:pubeco:v:109:y:2014:i:c:p:114-126
    DOI: 10.1016/j.jpubeco.2013.11.005
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    1. Todd M. Gabe & David S. Kraybill, 2002. "The Effect of State Economic Development Incentives on Employment Growth of Establishments," Journal of Regional Science, Wiley Blackwell, vol. 42(4), pages 703-730.
    2. Criscuolo, Chiara & Martin, Ralf & Overman, Henry & Van Reenen, John, 2012. "The Causal Effects of an Industrial Policy," IZA Discussion Papers 6323, Institute of Labor Economics (IZA).
    3. Azariadis, Costas & Stachurski, John, 2005. "Poverty Traps," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 5, Elsevier.
    4. Givord, Pauline & Quantin, Simon & Trevien, Corentin, 2018. "A long-term evaluation of the first generation of French urban enterprise zones," Journal of Urban Economics, Elsevier, vol. 105(C), pages 149-161.
    5. Richard Harris & Mary Trainor, 2005. "Capital Subsidies and their Impact on Total Factor Productivity: Firm‐Level Evidence from Northern Ireland," Journal of Regional Science, Wiley Blackwell, vol. 45(1), pages 49-74, February.
    6. Vincent Dupont & Philippe Martin, 2006. "Subsidies to poor regions and inequalities: some unpleasant arithmetic," Journal of Economic Geography, Oxford University Press, vol. 6(2), pages 223-240, April.
    7. Stephen Roper & Nola Hewitt‐Dundas, 2001. "Grant Assistance and Small Firm Development in Northern Ireland and the Republic of Ireland," Scottish Journal of Political Economy, Scottish Economic Society, vol. 48(1), pages 99-117, February.
    8. Diamond, Peter A & Mirrlees, James A, 1971. "Optimal Taxation and Public Production: I--Production Efficiency," American Economic Review, American Economic Association, vol. 61(1), pages 8-27, March.
    9. Guido Pellegrini & Carla Carlucci, 2003. "Gli effetti della legge 488/92: una valutazione dell'impatto occupazionale sulle imprese agevolate," Rivista italiana degli economisti, Società editrice il Mulino, issue 2, pages 267-286.
    10. 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.
    11. Imbens, Guido W. & Lemieux, Thomas, 2008. "Regression discontinuity designs: A guide to practice," Journal of Econometrics, Elsevier, vol. 142(2), pages 615-635, February.
    12. Matias Busso & Jesse Gregory & Patrick Kline, 2013. "Assessing the Incidence and Efficiency of a Prominent Place Based Policy," American Economic Review, American Economic Association, vol. 103(2), pages 897-947, April.
    13. Bondonio, Daniele, 2009. "Impact identification strategies for evaluating business incentive programs," POLIS Working Papers 129, Institute of Public Policy and Public Choice - POLIS.
    14. Hahn, Jinyong & Todd, Petra & Van der Klaauw, Wilbert, 2001. "Identification and Estimation of Treatment Effects with a Regression-Discontinuity Design," Econometrica, Econometric Society, vol. 69(1), pages 201-209, January.
    15. Faini, Riccardo & Schiantarelli, Fabio, 1987. "Incentives and Investment Decisions: The Effectiveness of Regional Policy," Oxford Economic Papers, Oxford University Press, vol. 39(3), pages 516-533, September.
    16. Guido Imbens & Karthik Kalyanaraman, 2012. "Optimal Bandwidth Choice for the Regression Discontinuity Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(3), pages 933-959.
    17. Diamond, Peter A & Mirrlees, James A, 1971. "Optimal Taxation and Public Production II: Tax Rules," American Economic Review, American Economic Association, vol. 61(3), pages 261-278, June.
    18. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    19. Dan A. Black & Jose Galdo & Jeffrey A. Smith, 2007. "Evaluating the Worker Profiling and Reemployment Services System Using a Regression Discontinuity Approach," American Economic Review, American Economic Association, vol. 97(2), pages 104-107, May.
    20. Daly, Michael & Gorman, Ian & Lenjosek, Gordon & MacNevin, Alex & Phiriyapreunt, Wannakan, 1993. "The impact of regional investment incentives on employment and productivity : Some Canadian evidence," Regional Science and Urban Economics, Elsevier, vol. 23(4), pages 559-575, September.
    21. Bronzini, Raffaello & de Blasio, Guido, 2006. "Evaluating the impact of investment incentives: The case of Italy's Law 488/1992," Journal of Urban Economics, Elsevier, vol. 60(2), pages 327-349, September.
    22. Lee, David S., 2008. "Randomized experiments from non-random selection in U.S. House elections," Journal of Econometrics, Elsevier, vol. 142(2), pages 675-697, February.
    23. Brown, Marilyn A. & Curlee, T. Randall & Elliott, Steven R., 1995. "Evaluating technology innovation programs: the use of comparison groups to identify impacts," Research Policy, Elsevier, vol. 24(5), pages 669-684, September.
    24. Augusto Cerqua & Guido Pellegrini, 2013. "Beyond the SUTVA: how industrial policy evaluations change when we allow for interaction among firms," ERSA conference papers ersa13p340, European Regional Science Association.
    25. Lee, Jong-Wha, 1996. "Government Interventions and Productivity Growth," Journal of Economic Growth, Springer, vol. 1(3), pages 391-414, September.
    26. Ham, John C. & Swenson, Charles & İmrohoroğlu, Ayşe & Song, Heonjae, 2011. "Government programs can improve local labor markets: Evidence from State Enterprise Zones, Federal Empowerment Zones and Federal Enterprise Community," Journal of Public Economics, Elsevier, vol. 95(7), pages 779-797.
    27. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    28. Francesco Losurdo, 2004. "Italian Subsidy System to Firms: Between Targets of Efficiency and Effectiveness," International Area Studies Review, Center for International Area Studies, Hankuk University of Foreign Studies, vol. 7(1), pages 117-130, March.
    29. Gerhard Untiedt & Hans Joachim Schalk, 2000. "Regional investment incentives in Germany: Impacts on factor demand and growth," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 34(2), pages 173-195.
    30. 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.
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    More about this item

    Keywords

    Multiple rankings regression discontinuity design; Policy evaluation; Public subsidies; Regional policy;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • H71 - Public Economics - - State and Local Government; Intergovernmental Relations - - - State and Local Taxation, Subsidies, and Revenue
    • R38 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Government Policy

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