数字化转型与创新:数字技术对创新活动营业额和创新类型的影响

IF 2.3 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY
Systems Pub Date : 2024-09-11 DOI:10.3390/systems12090359
Anca Antoaneta Vărzaru, Claudiu George Bocean
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引用次数: 0

摘要

在当今竞争激烈的全球化世界中,创新是组织生存的关键,也是企业应对环境影响和社会挑战的手段。随着创新进程的加快,管理者需要重新思考整个价值创造链,而数字化转型则是组织适应不断变化的社会环境的一个持续过程。研究问题的重点是人工智能、大数据、云计算、工业和服务机器人以及物联网等数字技术如何影响欧盟(EU)内企业的创新驱动收入。本文利用神经网络分析法研究了每种数字技术对创新收入的具体影响,同时探讨了这些技术如何影响组织内各种类型的社会创新。通过聚类分析,该研究根据欧盟国家的数字技术采用情况、创新支出和收入以及从事创新活动的企业比例,确定了这些国家之间的模式。研究结果强调了数字技术在提高创新和竞争力方面的核心作用,对管理者和政策制定者具有重要意义。这些结果突出表明,企业有必要战略性地整合数字技术,以便在欧盟快速发展的数字环境中保持长期竞争力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Digital Transformation and Innovation: The Influence of Digital Technologies on Turnover from Innovation Activities and Types of Innovation
In today’s competitive and globalized world, innovation is essential for organizational survival, offering a means for companies to address environmental impacts and social challenges. As innovation processes accelerate, managers need to rethink the entire value-creation chain, with digital transformation emerging as a continuous process of organizational adaptation to the evolving societal landscape. The research question focuses on how digital technologies—such as artificial intelligence, Big Data, cloud computing, industrial and service robots, and the Internet of Things—influence innovation-driven revenues among enterprises within the European Union (EU). The paper examines, using neural network analysis, the specific impact of each digital technology on innovation revenues while exploring how these technologies affect various types of social innovation within organizations. Through cluster analysis, the study identifies patterns among EU countries based on their digital technology adoption, innovation expenditures, and revenues and the proportion of enterprises engaged in innovation activities. The findings highlight the central role of digital technologies in enhancing innovation and competitiveness, with significant implications for managers and policymakers. These results underscore the necessity for companies to strategically integrate digital technologies to sustain long-term competitiveness in the rapidly evolving digital landscape of the EU.
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来源期刊
Systems
Systems Decision Sciences-Information Systems and Management
CiteScore
2.80
自引率
15.80%
发文量
204
审稿时长
11 weeks
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