Abstract To achieve high-quality development, a critical question needs to be addressed: can enterprise digital transformation effectively alleviate enterprise financing problems by reducing the cost of equity capital? This study uses the text mining to analyze the financial statement from Chinese companies listed on Shanghai and Shenzhen A-share markets between 2011 and 2021, in order to define the digital transformation. Further, this study empirically tests the influencing mechanisms of digital transformation on the cost of equity capital, considering the perspectives of information disclosure quality and stock liquidity. The conclusions are as follows: (i) enterprise digital transformation can significantly reduce the cost of equity capital, and under the control of other variables, the cost of equity financing will be reduced by 8.8% for every 1% increase in digital transformation; (ii) digital transformation not only leads to a decrease in the cost of equity capital through the two independent mediation channels, improving information disclosure and accelerating stock liquidity, but also reduces the cost of equity capital through the chain mediation channel from information disclosure quality to stock liquidity; (iii) heterogeneity analysis finds that the effect of digital information on the cost of equity capital is more pronounced in larger, non-state-owned, non-high-tech and eastern enterprises. This study enriches the research of the influence of digital transformation on external financing, and plays an important role in the promotion of enterprise digital transformation and the formulation of targeted policies.
{"title":"How digital transformation affects the cost of equity capital: the role of information disclosure quality and stock liquidity","authors":"Lijun Ren, Jiajia Liu, Qianyi Hao","doi":"10.1093/icc/dtad053","DOIUrl":"https://doi.org/10.1093/icc/dtad053","url":null,"abstract":"Abstract To achieve high-quality development, a critical question needs to be addressed: can enterprise digital transformation effectively alleviate enterprise financing problems by reducing the cost of equity capital? This study uses the text mining to analyze the financial statement from Chinese companies listed on Shanghai and Shenzhen A-share markets between 2011 and 2021, in order to define the digital transformation. Further, this study empirically tests the influencing mechanisms of digital transformation on the cost of equity capital, considering the perspectives of information disclosure quality and stock liquidity. The conclusions are as follows: (i) enterprise digital transformation can significantly reduce the cost of equity capital, and under the control of other variables, the cost of equity financing will be reduced by 8.8% for every 1% increase in digital transformation; (ii) digital transformation not only leads to a decrease in the cost of equity capital through the two independent mediation channels, improving information disclosure and accelerating stock liquidity, but also reduces the cost of equity capital through the chain mediation channel from information disclosure quality to stock liquidity; (iii) heterogeneity analysis finds that the effect of digital information on the cost of equity capital is more pronounced in larger, non-state-owned, non-high-tech and eastern enterprises. This study enriches the research of the influence of digital transformation on external financing, and plays an important role in the promotion of enterprise digital transformation and the formulation of targeted policies.","PeriodicalId":48243,"journal":{"name":"Industrial and Corporate Change","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135993809","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
This study examines the importance of governance quality of local government in small businesses’ future revenue growth forecasting accuracy. Forecasting errors are due to either overestimation or under-estimation. When local governance quality improves, transaction costs are eliminated, boosting firms’ actual performance up to the level forecast, thereby reducing overestimation. Also, when local governance quality improves, institutional trust (trust in government) and generalized trust (trust in strangers) improve, lifting the expectation of future performance to the actual level, thereby reducing under-estimation. We investigate these two mechanisms using a set of more than 250,000 small businesses in Vietnam using an instrumental variable approach to control for potential endogeneity. It is found that governance quality enhances forecasting accuracy by reducing under-estimation forecasting errors but, interestingly, without affecting overestimation errors. This paper is one of the first that links governance quality to business forecasting, indicating that local authorities can help local businesses make efficient resource preparation by improving their governance quality.
{"title":"Local government and small business revenue forecasting: evidence from a transition economy","authors":"Bach Nguyen","doi":"10.1093/icc/dtad050","DOIUrl":"https://doi.org/10.1093/icc/dtad050","url":null,"abstract":"This study examines the importance of governance quality of local government in small businesses’ future revenue growth forecasting accuracy. Forecasting errors are due to either overestimation or under-estimation. When local governance quality improves, transaction costs are eliminated, boosting firms’ actual performance up to the level forecast, thereby reducing overestimation. Also, when local governance quality improves, institutional trust (trust in government) and generalized trust (trust in strangers) improve, lifting the expectation of future performance to the actual level, thereby reducing under-estimation. We investigate these two mechanisms using a set of more than 250,000 small businesses in Vietnam using an instrumental variable approach to control for potential endogeneity. It is found that governance quality enhances forecasting accuracy by reducing under-estimation forecasting errors but, interestingly, without affecting overestimation errors. This paper is one of the first that links governance quality to business forecasting, indicating that local authorities can help local businesses make efficient resource preparation by improving their governance quality.","PeriodicalId":48243,"journal":{"name":"Industrial and Corporate Change","volume":"65 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135093867","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Abstract Although Peru is one of the main producers of copper worldwide, the domestic industry has not yet fully taken advantage of the potential that the exploitation of this commodity offers. This paper explores the opportunities and challenges that Peruvian suppliers face in their insertion into the mining global value chain. Our analysis is based on a mixed-methods approach, combining both quantitative and qualitative primary and secondary sources, including semi-structured interviews with key actors in the Peruvian mining sector. Our findings suggest that the weak presence of Peruvian suppliers in a sector dominated by few foreign firms is due to global industry dynamics as well as the underdeveloped capabilities of local firms operating in a fragile local institutional setting. However, their opportunities for their insertion are primarily in areas where new solutions are required, which places a demand on the supplier’s innovative capacity.
{"title":"Innovation and competitiveness in the copper-mining GVC: developing local suppliers in Peru","authors":"Penny Bamber, Karina Fernandez-Stark, Oswaldo Molina","doi":"10.1093/icc/dtad033","DOIUrl":"https://doi.org/10.1093/icc/dtad033","url":null,"abstract":"Abstract Although Peru is one of the main producers of copper worldwide, the domestic industry has not yet fully taken advantage of the potential that the exploitation of this commodity offers. This paper explores the opportunities and challenges that Peruvian suppliers face in their insertion into the mining global value chain. Our analysis is based on a mixed-methods approach, combining both quantitative and qualitative primary and secondary sources, including semi-structured interviews with key actors in the Peruvian mining sector. Our findings suggest that the weak presence of Peruvian suppliers in a sector dominated by few foreign firms is due to global industry dynamics as well as the underdeveloped capabilities of local firms operating in a fragile local institutional setting. However, their opportunities for their insertion are primarily in areas where new solutions are required, which places a demand on the supplier’s innovative capacity.","PeriodicalId":48243,"journal":{"name":"Industrial and Corporate Change","volume":"50 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135718861","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Abstract The introduction of the Beijing–Shanghai high-speed rail (Launch) and the Wenzhou bullet-train collision (Crash) in China provided a unique occasion to study the effect of competition on price dispersion. Results show that price dispersion increased by about 48% after the Launch, as airlines offered greater discounts to price-elastic consumers than to price-inelastic consumers. By contrast, price dispersion decreased by about 55% after the Crash, as airlines raised prices more for price-elastic consumers than for price-inelastic consumers.
{"title":"Competition and price dispersion: evidence from airline and high-speed rail competition in China","authors":"Zaichao Du, Han Li, Feng Wei, Lan Zhang","doi":"10.1093/icc/dtad036","DOIUrl":"https://doi.org/10.1093/icc/dtad036","url":null,"abstract":"Abstract The introduction of the Beijing–Shanghai high-speed rail (Launch) and the Wenzhou bullet-train collision (Crash) in China provided a unique occasion to study the effect of competition on price dispersion. Results show that price dispersion increased by about 48% after the Launch, as airlines offered greater discounts to price-elastic consumers than to price-inelastic consumers. By contrast, price dispersion decreased by about 55% after the Crash, as airlines raised prices more for price-elastic consumers than for price-inelastic consumers.","PeriodicalId":48243,"journal":{"name":"Industrial and Corporate Change","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135719688","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Stefano Costa, Stefano De Santis, Giovanni Dosi, Roberto Monducci, Angelica Sbardella, Maria Enrica Virgillito
Abstract This paper is one of the first attempts at empirically identifying organizational capabilities—in this work concerning Italian firms. Together, it proposes new evidence on the link between capabilities and economic performances. To this aim, we employ the Indagine Multiscopo del Censimento Permanente delle Imprese (IMCPI), a survey carried out by the Italian Statistical Office (ISTAT) in 2019, covering the three-year period 2016–2018, addressing a wide range of organizational characteristics including various organizational routines, human resource management (HRM), internationalization strategies, and many others. Our contribution is threefold: first, we aim at detecting what practices and combinations of them result in underlying different capabilities; second, we propose a taxonomy of the production system, both at firm- and sector-level based on the mapping of such capabilities; and third, we study the performance outcomes of different capability taxa in terms of productivity growth.
{"title":"From organizational capabilities to corporate performances: at the roots of productivity slowdown","authors":"Stefano Costa, Stefano De Santis, Giovanni Dosi, Roberto Monducci, Angelica Sbardella, Maria Enrica Virgillito","doi":"10.1093/icc/dtad030","DOIUrl":"https://doi.org/10.1093/icc/dtad030","url":null,"abstract":"Abstract This paper is one of the first attempts at empirically identifying organizational capabilities—in this work concerning Italian firms. Together, it proposes new evidence on the link between capabilities and economic performances. To this aim, we employ the Indagine Multiscopo del Censimento Permanente delle Imprese (IMCPI), a survey carried out by the Italian Statistical Office (ISTAT) in 2019, covering the three-year period 2016–2018, addressing a wide range of organizational characteristics including various organizational routines, human resource management (HRM), internationalization strategies, and many others. Our contribution is threefold: first, we aim at detecting what practices and combinations of them result in underlying different capabilities; second, we propose a taxonomy of the production system, both at firm- and sector-level based on the mapping of such capabilities; and third, we study the performance outcomes of different capability taxa in terms of productivity growth.","PeriodicalId":48243,"journal":{"name":"Industrial and Corporate Change","volume":"197 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135304608","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Abstract International collaborations are important for developing science systems. Using a dataset of South African university scientists, we ask whether social capital relevant to international collaboration held by one scientist spills over to local colleagues. Distinguishing between different ways of acquiring foreign ties, we find that 20% of our cases resemble the most-studied form of international collaborations, via the unique ties of an individual with specific characteristics, e.g., foreign research training. In all other cases, both personal and local peers’ international social capital is relevant for foreign tie formation. Underlining the systemic functioning of science, international social capital is activated through scientific collaboration among local scientists. The mediating effect of local scientific collaboration is present across all scientific fields and holds for scientists trained locally or abroad. Our findings thus imply that local collaboration is a relevant mechanism to strengthen international collaboration and the formation of international social capital.
{"title":"The role of local colleagues in establishing international scientific collaboration: Social capital in emerging science systems","authors":"Moritz Müller, Robin Cowan, Helena Barnard","doi":"10.1093/icc/dtad043","DOIUrl":"https://doi.org/10.1093/icc/dtad043","url":null,"abstract":"Abstract International collaborations are important for developing science systems. Using a dataset of South African university scientists, we ask whether social capital relevant to international collaboration held by one scientist spills over to local colleagues. Distinguishing between different ways of acquiring foreign ties, we find that 20% of our cases resemble the most-studied form of international collaborations, via the unique ties of an individual with specific characteristics, e.g., foreign research training. In all other cases, both personal and local peers’ international social capital is relevant for foreign tie formation. Underlining the systemic functioning of science, international social capital is activated through scientific collaboration among local scientists. The mediating effect of local scientific collaboration is present across all scientific fields and holds for scientists trained locally or abroad. Our findings thus imply that local collaboration is a relevant mechanism to strengthen international collaboration and the formation of international social capital.","PeriodicalId":48243,"journal":{"name":"Industrial and Corporate Change","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135404481","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The diffusion of knowledge is an important determinant of economic development. International trade has been established as a key mechanism in facilitating diffusion. The rise of global value chains (GVCs) has transformed trade in recent years. Yet the role of GVCs in giving rise to knowledge spillovers remains under-explored. In this paper, we study the elasticity of industry-level total factor productivity (TFP) to technology that is imported through intermediate trade in GVCs. To do so, we combine novel input–output decomposition methods with recent insights from the literature on the factor content of trade. We focus on a panel of 32 countries and 39 sectors over the 2000–2014 period using WIOD and OECD data. We find that domestic TFP is elastic to knowledge flows arising from GVCs and that the magnitude of this effect is larger relative to all other knowledge flows. We also find that GVC participation is particularly conducive to technology upgrading in countries that are far away from the technology frontier, and that GVC-related spillovers persist over large geographical distances.
{"title":"Revisiting international knowledge spillovers: the role of GVCs","authors":"Michele Delera, Neil Foster-McGregor","doi":"10.1093/icc/dtad046","DOIUrl":"https://doi.org/10.1093/icc/dtad046","url":null,"abstract":"\u0000 The diffusion of knowledge is an important determinant of economic development. International trade has been established as a key mechanism in facilitating diffusion. The rise of global value chains (GVCs) has transformed trade in recent years. Yet the role of GVCs in giving rise to knowledge spillovers remains under-explored. In this paper, we study the elasticity of industry-level total factor productivity (TFP) to technology that is imported through intermediate trade in GVCs. To do so, we combine novel input–output decomposition methods with recent insights from the literature on the factor content of trade. We focus on a panel of 32 countries and 39 sectors over the 2000–2014 period using WIOD and OECD data. We find that domestic TFP is elastic to knowledge flows arising from GVCs and that the magnitude of this effect is larger relative to all other knowledge flows. We also find that GVC participation is particularly conducive to technology upgrading in countries that are far away from the technology frontier, and that GVC-related spillovers persist over large geographical distances.","PeriodicalId":48243,"journal":{"name":"Industrial and Corporate Change","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46957099","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Internationalization of research and development (R&D) is a double-edged sword: on the one hand, it is understood as a driving force of global innovation performance; on the other hand, from a national perspective it is often perceived as a threat to domestic efforts. Against this background, we compare the contribution of domestic and international knowledge sourcing to the productivity of Swiss firms. We find a positive productivity effect of knowledge-sourcing activities in geographically close countries (in the European Union [EU]). Domestic knowledge alone or from other world regions does not yield positive productivity effects. We provide evidence that companies that source international knowledge to generate innovative products benefit disproportionately from knowledge sourcing in the EU and that both knowledge- and market-seeking motives may be relevant to this result.
{"title":"In search of markets and technology: the role of cross-border knowledge for domestic productivity","authors":"Spyros Arvanitis, Florian Seliger, Martin Woerter","doi":"10.1093/icc/dtad045","DOIUrl":"https://doi.org/10.1093/icc/dtad045","url":null,"abstract":"\u0000 Internationalization of research and development (R&D) is a double-edged sword: on the one hand, it is understood as a driving force of global innovation performance; on the other hand, from a national perspective it is often perceived as a threat to domestic efforts. Against this background, we compare the contribution of domestic and international knowledge sourcing to the productivity of Swiss firms. We find a positive productivity effect of knowledge-sourcing activities in geographically close countries (in the European Union [EU]). Domestic knowledge alone or from other world regions does not yield positive productivity effects. We provide evidence that companies that source international knowledge to generate innovative products benefit disproportionately from knowledge sourcing in the EU and that both knowledge- and market-seeking motives may be relevant to this result.","PeriodicalId":48243,"journal":{"name":"Industrial and Corporate Change","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2023-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47510948","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Abstract Global knowledge flows are not only important in promoting economic activities but also in addressing global environmental issues. In order to examine the mechanisms of how firms in emerging economies can learn from global partners in finding solutions to environmental challenges, we explore a rich data set covering nearly 190,595 Chinese firms and analyze the knowledge flows that local firms received from foreign firms in developing eco-innovations. We examine both knowledge flows in the same industry and those in the up- and down-stream industries, and, in particular, provide a nuanced consideration around the under-explored industrial conditions and regional institutions of technology spillovers and domestic eco-innovation. We find clear evidence that foreign green technology spillovers have a positive impact on the eco-innovation of domestic firms in China. This superior performance is particularly pronounced in certain industries (e.g., technology-intensive, pollution-intensive, and highly competitive) and cities with higher levels of environmental regulation stringency. Our results show that domestic firms differ significantly in the extent to which they benefit from global knowledge flows.
{"title":"Learn to be green: FDI spillover effects on eco-innovation in China","authors":"Lichao Wu, Lili Wang, Lan Lin","doi":"10.1093/icc/dtad047","DOIUrl":"https://doi.org/10.1093/icc/dtad047","url":null,"abstract":"Abstract Global knowledge flows are not only important in promoting economic activities but also in addressing global environmental issues. In order to examine the mechanisms of how firms in emerging economies can learn from global partners in finding solutions to environmental challenges, we explore a rich data set covering nearly 190,595 Chinese firms and analyze the knowledge flows that local firms received from foreign firms in developing eco-innovations. We examine both knowledge flows in the same industry and those in the up- and down-stream industries, and, in particular, provide a nuanced consideration around the under-explored industrial conditions and regional institutions of technology spillovers and domestic eco-innovation. We find clear evidence that foreign green technology spillovers have a positive impact on the eco-innovation of domestic firms in China. This superior performance is particularly pronounced in certain industries (e.g., technology-intensive, pollution-intensive, and highly competitive) and cities with higher levels of environmental regulation stringency. Our results show that domestic firms differ significantly in the extent to which they benefit from global knowledge flows.","PeriodicalId":48243,"journal":{"name":"Industrial and Corporate Change","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135831038","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Collaboration networks are the main mechanisms through which regional innovation capacities are enhanced. These networks have been analyzed by using data either on research projects or patents. However, analyzing only one type of network can limit our understanding of regional innovation dynamics. In this paper, we investigate the drivers of network evolution in two inter-regional network types within the European Union: R&D project networks and co-patenting networks. Specifically, we examine data on Framework Program project collaborations and patent collaborations at the NUTS2 regional level between 2011 and 2019. Our empirical strategy is based on Stochastic Actor-Oriented Model where we analyze and compare the factors that affect the evolution of two networks. We find that path-dependent processes resulting from past networks, such as triadic closure, preferential attachment, and tie repetition, play a more important role in explaining the evolution of R&D project networks compared with patent networks. On the other hand, regional characteristics, particularly the patenting intensity of a region and similarity in patenting between regions appear to be more influential in shaping patent networks. These results have important implications for the future evolution of knowledge networks in Europe.
{"title":"What drives network evolution? Comparing R&D project and patent networks in the EU","authors":"İ. Akçomak, U. Çetinkaya, Erkan Erdil, Müge Özman","doi":"10.1093/icc/dtad044","DOIUrl":"https://doi.org/10.1093/icc/dtad044","url":null,"abstract":"\u0000 Collaboration networks are the main mechanisms through which regional innovation capacities are enhanced. These networks have been analyzed by using data either on research projects or patents. However, analyzing only one type of network can limit our understanding of regional innovation dynamics. In this paper, we investigate the drivers of network evolution in two inter-regional network types within the European Union: R&D project networks and co-patenting networks. Specifically, we examine data on Framework Program project collaborations and patent collaborations at the NUTS2 regional level between 2011 and 2019. Our empirical strategy is based on Stochastic Actor-Oriented Model where we analyze and compare the factors that affect the evolution of two networks. We find that path-dependent processes resulting from past networks, such as triadic closure, preferential attachment, and tie repetition, play a more important role in explaining the evolution of R&D project networks compared with patent networks. On the other hand, regional characteristics, particularly the patenting intensity of a region and similarity in patenting between regions appear to be more influential in shaping patent networks. These results have important implications for the future evolution of knowledge networks in Europe.","PeriodicalId":48243,"journal":{"name":"Industrial and Corporate Change","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2023-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44918251","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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