1999
DOI: 10.3386/w6947
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Do Subsidies to Commercial R&D Reduce Market Failures? Microeconomic Evaluation Studies

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Cited by 97 publications
(73 citation statements)
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“…We therefore need to control for firm heterogeneous characteristics to get comparable groups of firms. 8 Alternative methods have been proposed in the literature to construct the correct sample counterpart for the missing information on the outcomes had the firms not been treated when no randomized control groups are available (see, e.g., Heckman et al, 1998;Heckman et al, 1999;Klette et al, 2000;Jaffe, 2002;Blundell and Costa Dias, 2002;Lee, 2005;Smith and Todd, 2005a). Difference-in-Differences is one of these methods.…”
Section: Specificallymentioning
confidence: 99%
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“…We therefore need to control for firm heterogeneous characteristics to get comparable groups of firms. 8 Alternative methods have been proposed in the literature to construct the correct sample counterpart for the missing information on the outcomes had the firms not been treated when no randomized control groups are available (see, e.g., Heckman et al, 1998;Heckman et al, 1999;Klette et al, 2000;Jaffe, 2002;Blundell and Costa Dias, 2002;Lee, 2005;Smith and Todd, 2005a). Difference-in-Differences is one of these methods.…”
Section: Specificallymentioning
confidence: 99%
“…Note, however, that there may be non-random differences between assisted and non-assisted firms that may lead to potentially different exports. Failure to account for these differences would clearly produce a selection bias in estimated impacts (see, e.g., Heckman et al, 1998;Klette et al, 2000). We therefore need to control for firm heterogeneous characteristics to get comparable groups of firms.…”
Section: Specificallymentioning
confidence: 99%
See 1 more Smart Citation
“…13 In order to estimate this effect consistently, an unbiased estimate of the expected counterfactual is required. Alternative methods have been proposed in the literature to construct the correct sample counterpart for the missing information on the outcomes realized if firms had not been assisted when no randomized control groups are available (see, e.g., Heckman et al, 1998;Klette et al, 2000;Jaffe, 2002;Blundell and Costa Dias, 2002;Lee, 2005;Smith and Todd, 2005a). Matching is one of these methods and consists of pairing each assisted firm with the more similar members of the non-assisted group on the basis of their observable characteristics and then 12 URUGUAY XXI is Uruguay's Institute for Promotion of Investments and Exports of Goods and Services.…”
Section: Introductionmentioning
confidence: 99%
“…For instance, sector analysis of incentives for business innovation has found significant crowding out effects (Popp and Newell, 2009); methodological issues have also been raised. For discussion of the general assessment of the effects of these programs in developed countries see Klette, Moen, and Griliches (2009). phase), which means strengthening areas such as engineering, design, distribution and logistics, marketing, servicing of manufactured products, and R&D.…”
Section: Indirect Beneficiaries (Externalities)mentioning
confidence: 99%