2012
DOI: 10.1016/s1514-0326(12)60013-0
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Evaluating the Robustness of the Effect of Public Subsidies on Firms' R&D: An Application to Italy

Abstract: This paper applies different econometric methods to evaluate the effect of public subsidies on firms' R&D activity. For the sake of robustness, results from the Heckman selection model (Heckit), Control-function regression, Difference-in-differences, and various Matching methods are compared by using the third and fourth wave of the Italian Community Innovation Survey (CIS3, years 1998 and CIS4, years 2002. We predict the absence of a full crowding-out of private R&D performance, both for the whole sample and … Show more

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Cited by 52 publications
(29 citation statements)
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“…Exporting can have a positive impact on cooperation, given that exporters potentially have a larger network of cooperation partners than do non-exporting firms. Furthermore, exporting firms might have more incentive to innovate as a result of competitive pressure on international markets and thus be more likely to self-select into public support programmes (Busom and Fernández-Ribas 2008;Cerulli and Potí 2012;Czarnitzki and Lopes-Bento 2013). In addition, the model includes the variable measuring competitive pressure (Competition), which is equal to 1 if firms responded 'Very strong' to the question: 'How would you judge the competition in your main market(s)?…”
Section: Model Specificationmentioning
confidence: 99%
“…Exporting can have a positive impact on cooperation, given that exporters potentially have a larger network of cooperation partners than do non-exporting firms. Furthermore, exporting firms might have more incentive to innovate as a result of competitive pressure on international markets and thus be more likely to self-select into public support programmes (Busom and Fernández-Ribas 2008;Cerulli and Potí 2012;Czarnitzki and Lopes-Bento 2013). In addition, the model includes the variable measuring competitive pressure (Competition), which is equal to 1 if firms responded 'Very strong' to the question: 'How would you judge the competition in your main market(s)?…”
Section: Model Specificationmentioning
confidence: 99%
“…Econometric literature has developed several methods in order to solve these difficulties (Heckman, 1979;Aerts et al, 2006;Guo and Fraser, 2010;Cerulli and Potì, 2012). In this paper, we employ two of the most used methodologies: a Heckman's treatment effect model and an econometric matching procedure.…”
Section: Empirical Model and The Datamentioning
confidence: 99%
“…The econometric literature has developed several methods in order to solve these difficulties (Bertoni et al, 2011;Cerulli and Pot ı, 2012;Heckman, 1979). In this paper, we use three different procedures.…”
Section: Empirical Model and Datamentioning
confidence: 99%