The digital layer: alternative data for regional and innovation studies

IF 1.5 3区 经济学 Q2 ECONOMICS Spatial Economic Analysis Pub Date : 2023-04-14 DOI:10.1080/17421772.2023.2193222
Milad Abbasiharofteh, Miriam Krüger, Jan Kinne, David Lenz, Bernd Resch
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引用次数: 3

Abstract

ABSTRACT The lack of large-scale data revealing the interactions among firms has constrained empirical studies. Utilizing relational web data has remained unexplored as a remedy for this data problem. We constructed a Digital Layer by scraping the inter-firm hyperlinks of 600,000 German firms and linked the Digital Layer with several traditional indicators. We showcase the use of this developed dataset by testing whether the Digital Layer data can replicate several theoretically motivated and empirically supported stylized facts. The results show that the intensity and quality of firms’ hyperlinks are strongly associated with the innovation capabilities of firms and, to a lesser extent, with hyperlink relations to geographically distant and cognitively close firms. Finally, we discuss the implications of the Digital Layer approach for an evidence-based assessment of sectoral and place-based innovation policies.
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数字层:区域和创新研究的替代数据
缺乏揭示企业间相互作用的大规模数据限制了实证研究。利用关系web数据作为解决这一数据问题的方法仍未得到探索。我们通过收集60万家德国公司间的超链接构建了一个数字层,并将数字层与几个传统指标联系起来。我们通过测试数字层数据是否可以复制几个理论动机和经验支持的风格化事实来展示这个开发的数据集的使用。结果表明,企业超链接的强度和质量与企业的创新能力密切相关,并且在较小程度上与地理上遥远和认知上接近的企业的超链接关系密切相关。最后,我们讨论了数字层方法对基于证据的部门和基于地方的创新政策评估的影响。
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来源期刊
CiteScore
5.40
自引率
21.70%
发文量
33
期刊介绍: Spatial Economic Analysis is a pioneering economics journal dedicated to the development of theory and methods in spatial economics, published by two of the world"s leading learned societies in the analysis of spatial economics, the Regional Studies Association and the British and Irish Section of the Regional Science Association International. A spatial perspective has become increasingly relevant to our understanding of economic phenomena, both on the global scale and at the scale of cities and regions. The growth in international trade, the opening up of emerging markets, the restructuring of the world economy along regional lines, and overall strategic and political significance of globalization, have re-emphasised the importance of geographical analysis.
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