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Learning-by-failing. An empirical exercise on CIS data

机译:通过失败学习。 CIS数据的实证研究

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Failure to innovate has been only recently recognized as one of the key elements in determining successful firms' innovative performance. However, as this literature focuses only on the determinants of firms' failure, it neglects the role of failure in spurring innovative activity. In this paper, the relationship between innovative performance and failure to innovate is empirically tested, through a two step econometric model, on the 2008 CIS Innovation survey dataset. The main results of the paper are, first, that failure is negatively correlated to the firms' experience (proxies by R&D), and to the acquisition of direct external knowledge (through productive links in product and process innovation). Indirect learning from the failures of similar firms is moderated by firms engagement in R&D and in searching for external knowledge. The second step reveals that failure in turn has a positive impact on performance in term of percentage of turnover from new to the market innovative products. Finally, an additional test is performed on still ongoing innovation (rather than abandoned), and the results show a minor impact on innovation activity.
机译:直到最近,创新失败才被视为决定成功企业创新绩效的关键因素之一。但是,由于该文献仅关注企业失败的决定因素,因此忽略了失败在激发创新活动中的作用。在本文中,通过两步计量经济学模型,在2008 CIS创新调查数据集上,通过经验检验了创新绩效与创新失败之间的关系。本文的主要结果是,首先,失败与企业的经验(研发代理)和直接的外部知识(通过产品和流程创新中的生产性联系)的获取负相关。通过参与研发和寻找外部知识,可以减轻对类似企业失败的间接学习。第二步表明,从新产品到市场创新产品的营业额百分比方面,失败反过来又对绩效产生积极影响。最后,对仍在进行中的创新(而不是放弃)进行了额外的测试,结果表明对创新活动的影响很小。

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