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Exploring and yet failing less: learning from past and current exploration in R&D

机译:探索并失败少:从过去的过去和目前的探索

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Exploration is both an important part of a firm's innovation strategy and an activity that involves a high degree of uncertainty. This article investigates a duality in the exploratory component of R&D activity with regard to innovation failure: while exploration is likely to increase firms' exposure to failure, it might also provide learning opportunities to reduce failure. Our study contributes to the innovation management and organizational learning literatures by demonstrating the value of exploratory R&D for enabling two types of learning mechanisms. The first, experience-based learning, is based on the learning opportunities derived from accumulated experience in exploratory R&D: it involves improvements to procedures associated with experimentation and provides guidance for current exploration and to navigate the search space. The second, inferential-based learning, is based on the learning opportunities derived from current exploratory R&D efforts, which are associated with improved interpretation of ill-defined problems and timely responses to unstructured information. We draw on a longitudinal data set of 2226 Spanish manufacturing companies and show that, when past experience is associated with current exploration, innovation failure in the conception phase is reduced. We also find an inverted Ushaped relation between current exploratory R&D and innovation failure, in both the conception and implementation phases of innovation activities, showing that increasing levels of investment in current exploration activities attenuate the initial positive association between exploratory R&D and failure.
机译:探索是企业创新战略的重要组成部分和涉及高度不确定性的活动。本文在创新失败方面调查了研发活动的探索性组成部分:虽然勘探可能会增加企业的失败,但它也可能提供减少失败的学习机会。我们的研究通过了解探索性研发的价值来实现两种学习机制,为创新管理和组织学习文献提供有助于创新管理和组织学习文献。首先是基于经验的学习,基于探索性研发中累积经验的学习机会:它涉及改善与实验相关的程序,并为目前的探索提供指导并导航搜索空间。基于推论的基于推论的学习,是基于当前探索性研发努力的学习机会,这与改善对不明定义问题的解释以及对非结构化信息的及时响应的提高。我们借鉴了2226英国西班牙制造公司的纵向数据集,并表明,当过去经验与当前的勘探相关时,概念阶段的创新失败减少。我们还在创新活动的概念和实施阶段找到了当前探索性研发和创新失败之间的倒出的UShaped关系,表明当前勘探活动的投资水平增加验证了探索性研发与失败的初步积极关联。

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