首页 > 最新文献

Research Policy最新文献

英文 中文
How do university-firm interactions affect firm innovation speed? The case of Chinese science-intensive SMEs 大学与企业的互动如何影响企业的创新速度?以中国科技密集型中小企业为例
IF 7.2 1区 管理学 Q1 Decision Sciences Pub Date : 2024-05-20 DOI: 10.1016/j.respol.2024.105027
Jing A. Zhang , Conor O'Kane , Tao Bai

This study examines how university-firm (U-F) interactions affect innovation speed in science-intensive small and medium-sized firms (SISMEs). We distinguish between formal and informal U-F interactions and build on dynamic capability theory to argue that (1) U-F R&D alliances enhance innovation speed through firm-level entrepreneurial orientation (EO), and (2) frequent U-F informal contacts weaken the effects of U-F R&D alliances on innovation speed. Analyzing a sample of 268 SISMEs from 10 science parks in China, the results of the partial least squares structural equation modeling (PLS-SEM) support our hypotheses. Furthermore, fuzzy-set qualitative comparative analysis (fsQCA) identifies various configurations of U-F R&D alliances, U-F informal contacts and EO, along with other organizational, science park and environmental conditions, that lead to higher or lower innovation speed in SISMEs. Our findings offer valuable theoretical and practical insights, advancing our understanding of the complex relationship between U-F interactions and innovation speed in SISMEs.

本研究探讨了大学-企业(U-F)互动如何影响科学密集型中小型企业(SISMEs)的创新速度。我们区分了正式和非正式的大学-企业互动,并以动态能力理论为基础,认为:(1)大学-企业研发联盟通过企业层面的创业导向(EO)提高了创新速度;(2)频繁的大学-企业非正式接触削弱了大学-企业研发联盟对创新速度的影响。通过分析来自中国 10 个科技园区的 268 家中小型企业样本,偏最小二乘法结构方程模型(PLS-SEM)的结果支持了我们的假设。此外,模糊集定性比较分析(fsQCA)确定了导致中小型企业创新速度高低的各种优法研发联盟、优法非正式联系和企业运营配置,以及其他组织、科技园区和环境条件。我们的研究结果为我们提供了宝贵的理论和实践见解,加深了我们对中小型企业中联外互动与创新速度之间复杂关系的理解。
{"title":"How do university-firm interactions affect firm innovation speed? The case of Chinese science-intensive SMEs","authors":"Jing A. Zhang ,&nbsp;Conor O'Kane ,&nbsp;Tao Bai","doi":"10.1016/j.respol.2024.105027","DOIUrl":"https://doi.org/10.1016/j.respol.2024.105027","url":null,"abstract":"<div><p>This study examines how university-firm (U-F) interactions affect innovation speed in science-intensive small and medium-sized firms (SISMEs). We distinguish between formal and informal U-F interactions and build on dynamic capability theory to argue that (1) U-F R&amp;D alliances enhance innovation speed through firm-level entrepreneurial orientation (EO), and (2) frequent U-F informal contacts weaken the effects of U-F R&amp;D alliances on innovation speed. Analyzing a sample of 268 SISMEs from 10 science parks in China, the results of the partial least squares structural equation modeling (PLS-SEM) support our hypotheses. Furthermore, fuzzy-set qualitative comparative analysis (fsQCA) identifies various configurations of U-F R&amp;D alliances, U-F informal contacts and EO, along with other organizational, science park and environmental conditions, that lead to higher or lower innovation speed in SISMEs. Our findings offer valuable theoretical and practical insights, advancing our understanding of the complex relationship between U-F interactions and innovation speed in SISMEs.</p></div>","PeriodicalId":48466,"journal":{"name":"Research Policy","volume":null,"pages":null},"PeriodicalIF":7.2,"publicationDate":"2024-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0048733324000763/pdfft?md5=f6441526eb7b96c22ba1cbb62319928b&pid=1-s2.0-S0048733324000763-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141073259","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
What makes econometric ideas popular: The role of connectivity 是什么让计量经济学思想广受欢迎?连通性的作用
IF 7.2 1区 管理学 Q1 Decision Sciences Pub Date : 2024-05-17 DOI: 10.1016/j.respol.2024.105025
Bertrand Candelon , Marc Joëts , Valérie Mignon

This paper aims to identify the factors contributing to the diffusion of ideas in econometrics by paying particular attention to connectivity in content and social networks. Considering a sample of 17,260 research papers in econometrics over the 1980-2020 period, we rely on Structural Topic Models to extract and categorize topics relevant to key domains in the discipline. Using a hurdle count model, we show that both content and social connectivity among the authors enhance the likelihood of non-zero citation counts and play a key role in shaping the diffusion of econometric ideas. We also find that high topic connectivity augmented by robust social connectivity among authors or authoring teams further enhances econometric ideas’ diffusion success. Finally, our findings unveil an inverted U-shaped relationship between connectivity and the success of idea diffusion; the latter initially escalates but starts to wane upon reaching a certain threshold.

本文旨在通过特别关注内容和社交网络的连通性,找出促进计量经济学思想传播的因素。我们以 1980-2020 年间 17260 篇计量经济学研究论文为样本,利用结构主题模型(Structural Topic Models)提取与该学科关键领域相关的主题并进行分类。通过使用障碍计数模型,我们发现作者之间的内容和社会联系都会提高非零引用计数的可能性,并在影响计量经济学思想的传播方面发挥关键作用。我们还发现,作者或作者团队之间强大的社会联系增强了高度的主题联系,从而进一步提高了计量经济学思想的传播成功率。最后,我们的研究结果揭示了连通性与观点传播成功率之间的倒 U 型关系;后者最初会不断升级,但在达到一定阈值后开始减弱。
{"title":"What makes econometric ideas popular: The role of connectivity","authors":"Bertrand Candelon ,&nbsp;Marc Joëts ,&nbsp;Valérie Mignon","doi":"10.1016/j.respol.2024.105025","DOIUrl":"https://doi.org/10.1016/j.respol.2024.105025","url":null,"abstract":"<div><p>This paper aims to identify the factors contributing to the diffusion of ideas in econometrics by paying particular attention to connectivity in content and social networks. Considering a sample of 17,260 research papers in econometrics over the 1980-2020 period, we rely on Structural Topic Models to extract and categorize topics relevant to key domains in the discipline. Using a hurdle count model, we show that both content and social connectivity among the authors enhance the likelihood of non-zero citation counts and play a key role in shaping the diffusion of econometric ideas. We also find that high topic connectivity augmented by robust social connectivity among authors or authoring teams further enhances econometric ideas’ diffusion success. Finally, our findings unveil an inverted U-shaped relationship between connectivity and the success of idea diffusion; the latter initially escalates but starts to wane upon reaching a certain threshold.</p></div>","PeriodicalId":48466,"journal":{"name":"Research Policy","volume":null,"pages":null},"PeriodicalIF":7.2,"publicationDate":"2024-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141073260","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Technological invention and local labour markets: Evidence from France, Germany and the UK 技术发明与当地劳动力市场:来自法国、德国和英国的证据
IF 7.2 1区 管理学 Q1 Decision Sciences Pub Date : 2024-05-17 DOI: 10.1016/j.respol.2024.105021
Carolin Ioramashvili

I estimate employment multiplier effects by skill group from graduate employment and innovation at the NUTS1 and 2 level in France, Germany and the UK. Using local projections, I estimate the effects over 5-year horizons. Both graduate employment and patenting have temporary, positive impacts on non-graduate and mid-skilled employment. There is considerable heterogeneity in terms of the direction and magnitude of the effects across the three countries. The paper shows that innovation can be a source of regional employment growth, even for those without a graduate degree.

我在法国、德国和英国的 NUTS1 和 NUTS2 层面上按技能组别估算了毕业生就业和创新的就业乘数效应。我利用当地的预测,估算了 5 年期的效应。毕业生就业和专利申请都对非毕业生和中等技能就业产生了暂时的积极影响。这三个国家在影响的方向和程度上存在很大的异质性。本文表明,创新可以成为地区就业增长的源泉,即使对那些没有研究生学位的人来说也是如此。
{"title":"Technological invention and local labour markets: Evidence from France, Germany and the UK","authors":"Carolin Ioramashvili","doi":"10.1016/j.respol.2024.105021","DOIUrl":"https://doi.org/10.1016/j.respol.2024.105021","url":null,"abstract":"<div><p>I estimate employment multiplier effects by skill group from graduate employment and innovation at the NUTS1 and 2 level in France, Germany and the UK. Using local projections, I estimate the effects over 5-year horizons. Both graduate employment and patenting have temporary, positive impacts on non-graduate and mid-skilled employment. There is considerable heterogeneity in terms of the direction and magnitude of the effects across the three countries. The paper shows that innovation can be a source of regional employment growth, even for those without a graduate degree.</p></div>","PeriodicalId":48466,"journal":{"name":"Research Policy","volume":null,"pages":null},"PeriodicalIF":7.2,"publicationDate":"2024-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0048733324000702/pdfft?md5=33086de68a41b3fa17e0363a88330c50&pid=1-s2.0-S0048733324000702-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141073261","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Winning the second race of technology standardization: Strategic maneuvers in SEP follow-on innovations 赢得技术标准化的第二场竞赛:SEP 后续创新中的战略策略
IF 7.2 1区 管理学 Q1 Decision Sciences Pub Date : 2024-05-13 DOI: 10.1016/j.respol.2024.105023
Li Yao , Jun Li , Kaihua Chen , Rongjian Yu

Innovation is cumulative in nature, and follow-on innovation is a way to extract value from existing technology. Thus, to appropriate the value of standard essential patents (SEPs), firms need to win the first race in pushing proprietary technologies to become SEPs and the second race in exploiting SEP-related opportunities in follow-on innovations. This study investigates how, when, and to what effect firms strategically maneuver in follow-on innovations to maximize the value appropriation from SEPs. Drawing from a resource-based logic, we argue that SEP firms’ winning strategic maneuver involves such moves: (a) engaging in early follow-on innovation targeting SEPs, (b) prioritizing the exploitation of SEPs over non-SEPs, and (c) exploiting cross-follow-on innovations to take advantage of the information and network resources they obtain from their participation in the standardization process. We further argue that SEP firms’ strategic maneuvering results in high-quality follow-on innovations, which together with SEPs form stronger patent portfolios. Analyzing a unique dataset of patents from leading Chinese ICT firms matched with forward citations, we find empirical evidence that supports our arguments. Our research has important theoretical and managerial implications for firms’ strategic innovation management with a focus on technology standardization.

创新具有累积性,而后续创新是从现有技术中获取价值的一种方式。因此,要占有标准必要专利(SEP)的价值,企业需要在推动专有技术成为 SEP 的第一场竞赛中获胜,并在后续创新中利用与 SEP 相关的机会的第二场竞赛中获胜。本研究探讨了企业如何、何时以及在何种程度上对后续创新进行战略操纵,以最大限度地占有 SEP 的价值。根据基于资源的逻辑,我们认为 SEP 企业的制胜策略包括:(a)参与针对 SEP 的早期后续创新;(b)优先利用 SEP 而不是非 SEP;以及(c)利用交叉后续创新,以利用它们从参与标准化进程中获得的信息和网络资源。我们还认为,SEP 企业的战略操作会带来高质量的后续创新,这些创新与 SEP 一起形成了更强大的专利组合。通过分析与正向引用相匹配的中国领先 ICT 企业专利的独特数据集,我们发现了支持我们论点的经验证据。我们的研究对以技术标准化为重点的企业战略创新管理具有重要的理论和管理意义。
{"title":"Winning the second race of technology standardization: Strategic maneuvers in SEP follow-on innovations","authors":"Li Yao ,&nbsp;Jun Li ,&nbsp;Kaihua Chen ,&nbsp;Rongjian Yu","doi":"10.1016/j.respol.2024.105023","DOIUrl":"https://doi.org/10.1016/j.respol.2024.105023","url":null,"abstract":"<div><p>Innovation is cumulative in nature, and follow-on innovation is a way to extract value from existing technology. Thus, to appropriate the value of standard essential patents (SEPs), firms need to win the first race in pushing proprietary technologies to become SEPs and the second race in exploiting SEP-related opportunities in follow-on innovations. This study investigates how, when, and to what effect firms strategically maneuver in follow-on innovations to maximize the value appropriation from SEPs. Drawing from a resource-based logic, we argue that SEP firms’ winning strategic maneuver involves such moves: (a) engaging in early follow-on innovation targeting SEPs, (b) prioritizing the exploitation of SEPs over non-SEPs, and (c) exploiting cross-follow-on innovations to take advantage of the information and network resources they obtain from their participation in the standardization process. We further argue that SEP firms’ strategic maneuvering results in high-quality follow-on innovations, which together with SEPs form stronger patent portfolios. Analyzing a unique dataset of patents from leading Chinese ICT firms matched with forward citations, we find empirical evidence that supports our arguments. Our research has important theoretical and managerial implications for firms’ strategic innovation management with a focus on technology standardization.</p></div>","PeriodicalId":48466,"journal":{"name":"Research Policy","volume":null,"pages":null},"PeriodicalIF":7.2,"publicationDate":"2024-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140918832","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Scientific decision-making, project selection and longer-term outcomes 科学决策、项目选择和长期成果
IF 7.2 1区 管理学 Q1 Decision Sciences Pub Date : 2024-05-08 DOI: 10.1016/j.respol.2024.105022
Andrea Coali , Alfonso Gambardella , Elena Novelli

Analyzing data from two randomized controlled trials (RCTs) involving 382 entrepreneurs, this study explores the implications of training a group of entrepreneurs in a scientific approach to decision-making on their project selection. It provides evidence that the documented increased likelihood of project termination by ‘scientific’ entrepreneurs is associated with higher accuracy in recognizing project value. Unlike the control group, they are quicker in adjusting their expectations on project value downward before making the termination decision. This study also fills an important gap in prior research by exploring the longer-term implications (up to five years after the training began) of a scientific approach. It shows that, over the longer term, the initial discrepancy in termination rates between treated and control entrepreneurs levels out, with the control group eventually exhibiting a higher rate of project termination. Scientific entrepreneurs generate a higher number of new ideas, and a higher proportion of their projects culminate in the launch of a venture. Overall, these findings support the notion that scientific entrepreneurs are not excessively critical in their project assessments; rather, by terminating lower-potential projects earlier, they can free up resources for redeployment elsewhere.

本研究分析了涉及 382 名企业家的两项随机对照试验(RCT)的数据,探讨了对一批企业家进行科学决策方法培训对其项目选择的影响。研究提供的证据表明,"科学 "创业者终止项目的可能性增加与他们识别项目价值的准确性更高有关。与对照组不同的是,他们在做出终止决定之前会更快地向下调整对项目价值的预期。本研究还通过探讨科学方法的长期影响(培训开始后长达五年),填补了以往研究的一个重要空白。研究结果表明,从长期来看,接受过培训的创业者与对照组创业者在项目终止率方面的初始差异会逐渐缩小,对照组最终会表现出更高的项目终止率。科学创业者会产生更多的新创意,他们的项目中最终成立企业的比例也更高。总体而言,这些研究结果支持这样一种观点,即科学创业者在评估项目时并不过分挑剔;相反,通过提前终止潜力较低的项目,他们可以腾出资源重新调配到其他地方。
{"title":"Scientific decision-making, project selection and longer-term outcomes","authors":"Andrea Coali ,&nbsp;Alfonso Gambardella ,&nbsp;Elena Novelli","doi":"10.1016/j.respol.2024.105022","DOIUrl":"https://doi.org/10.1016/j.respol.2024.105022","url":null,"abstract":"<div><p>Analyzing data from two randomized controlled trials (RCTs) involving 382 entrepreneurs, this study explores the implications of training a group of entrepreneurs in a scientific approach to decision-making on their project selection. It provides evidence that the documented increased likelihood of project termination by ‘scientific’ entrepreneurs is associated with higher accuracy in recognizing project value. Unlike the control group, they are quicker in adjusting their expectations on project value downward before making the termination decision. This study also fills an important gap in prior research by exploring the longer-term implications (up to five years after the training began) of a scientific approach. It shows that, over the longer term, the initial discrepancy in termination rates between treated and control entrepreneurs levels out, with the control group eventually exhibiting a higher rate of project termination. Scientific entrepreneurs generate a higher number of new ideas, and a higher proportion of their projects culminate in the launch of a venture. Overall, these findings support the notion that scientific entrepreneurs are not excessively critical in their project assessments; rather, by terminating lower-potential projects earlier, they can free up resources for redeployment elsewhere.</p></div>","PeriodicalId":48466,"journal":{"name":"Research Policy","volume":null,"pages":null},"PeriodicalIF":7.2,"publicationDate":"2024-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0048733324000714/pdfft?md5=b5deb4f51d558a16c9b5b05b4cd887b8&pid=1-s2.0-S0048733324000714-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140880071","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unbundling the impact of current and future competition on cooperation in coopetition projects for innovation 解除当前和未来竞争对创新合作项目中合作的影响
IF 7.2 1区 管理学 Q1 Decision Sciences Pub Date : 2024-05-07 DOI: 10.1016/j.respol.2024.105017
Mohammad Saleh Farazi , Paul Chiambaretto , Anne-Sophie Fernandez , Shanthi Gopalakrishnan

Firms rely on coopetition strategies (i.e., alliances with competitors), which combine cooperative and competitive behaviors to yield higher innovation outcomes. To allow for these combinations, seminal research on coopetition has considered competition and cooperation independent dimensions. However, recent contributions have suggested that they are interdependent constructs that can be either positively (balance view) or negatively (tension view) related. We claim that these two views are complementary, and that the degree of competition has an inverted U-shaped relationship (i.e., both positive and negative) with the degree of cooperation. Distinguishing between “current competition” and “proximity of future competition” and based on a sample of 180 coopetitive projects involving innovation and R&D in the biopharma industry, we show how current competition and the proximity of future competition impact the degree of cooperation in coopetitive projects. Specifically, we demonstrate the role of the proximity of future competition in directly reducing the degree of cooperation and moderating the impact of current competition on cooperation.

企业依靠合作竞争战略(即与竞争对手结盟),将合作行为与竞争行为结合起来,以获得更高的创新成果。为了考虑到这些组合,关于合作竞争的开创性研究认为竞争与合作是独立的两个维度。然而,最近的研究表明,竞争与合作是相互依存的,可以是正相关(平衡观点),也可以是负相关(紧张观点)。我们认为,这两种观点是互补的,竞争程度与合作程度呈倒 U 型关系(即正负关系)。我们区分了 "当前竞争 "和 "未来竞争接近度",并以生物制药行业中涉及创新和研发的 180 个合作项目为样本,说明了当前竞争和未来竞争接近度如何影响合作项目中的合作程度。具体来说,我们证明了未来竞争的临近程度在直接降低合作程度和调节当前竞争对合作的影响方面所起的作用。
{"title":"Unbundling the impact of current and future competition on cooperation in coopetition projects for innovation","authors":"Mohammad Saleh Farazi ,&nbsp;Paul Chiambaretto ,&nbsp;Anne-Sophie Fernandez ,&nbsp;Shanthi Gopalakrishnan","doi":"10.1016/j.respol.2024.105017","DOIUrl":"https://doi.org/10.1016/j.respol.2024.105017","url":null,"abstract":"<div><p>Firms rely on coopetition strategies (i.e., alliances with competitors), which combine cooperative and competitive behaviors to yield higher innovation outcomes. To allow for these combinations, seminal research on coopetition has considered competition and cooperation independent dimensions. However, recent contributions have suggested that they are interdependent constructs that can be either positively (balance view) or negatively (tension view) related. We claim that these two views are complementary, and that the degree of competition has an inverted U-shaped relationship (i.e., both positive and negative) with the degree of cooperation. Distinguishing between “current competition” and “proximity of future competition” and based on a sample of 180 coopetitive projects involving innovation and R&amp;D in the biopharma industry, we show how current competition and the proximity of future competition impact the degree of cooperation in coopetitive projects. Specifically, we demonstrate the role of the proximity of future competition in directly reducing the degree of cooperation and moderating the impact of current competition on cooperation.</p></div>","PeriodicalId":48466,"journal":{"name":"Research Policy","volume":null,"pages":null},"PeriodicalIF":7.2,"publicationDate":"2024-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140844077","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Robot adoption and product innovation 机器人应用与产品创新
IF 7.2 1区 管理学 Q1 Decision Sciences Pub Date : 2024-05-03 DOI: 10.1016/j.respol.2024.105002
Davide Antonioli , Alberto Marzucchi , Francesco Rentocchini , Simone Vannuccini

We investigate the unexplored relationship between robot technology adoption and product innovation. We exploit Spanish firm-level data on robot adoption and use a staggered timing difference-in-differences, supported by an instrumental variable approach. Instead of an enabling effect, we find a negative association between robot adoption and the probability to introduce product innovations, as well as their number. The result is particularly significant for larger, established, and non-high-tech firms. In line with industry evolution models, we rationalise and interpret the findings suggesting that a key mechanism at work in the robotisation-innovation nexus are diseconomies of scope fuelled by capacity-increasing investments. We also discuss whether industrial robots in our data feature enabling capabilities at all. Our results have important implications for understanding the role of robots in firms' operations and strategies, as well as for policy design.

我们研究了机器人技术应用与产品创新之间尚未探索的关系。我们利用西班牙企业层面的机器人应用数据,采用交错时间差分法,并辅以工具变量法。我们发现,采用机器人技术与引进产品创新的概率及其数量之间存在负相关关系,而不是促成效应。这一结果对于规模较大、历史悠久的非高科技企业尤为显著。根据产业演化模型,我们对研究结果进行了合理化解释,认为机器人化与创新之间关系的一个关键机制是能力提升投资所带来的范围不经济。我们还讨论了我们数据中的工业机器人是否具有使能能力。我们的研究结果对于理解机器人在企业运营和战略中的作用以及政策设计具有重要意义。
{"title":"Robot adoption and product innovation","authors":"Davide Antonioli ,&nbsp;Alberto Marzucchi ,&nbsp;Francesco Rentocchini ,&nbsp;Simone Vannuccini","doi":"10.1016/j.respol.2024.105002","DOIUrl":"https://doi.org/10.1016/j.respol.2024.105002","url":null,"abstract":"<div><p>We investigate the unexplored relationship between robot technology adoption and product innovation. We exploit Spanish firm-level data on robot adoption and use a staggered timing difference-in-differences, supported by an instrumental variable approach. Instead of an enabling effect, we find a negative association between robot adoption and the probability to introduce product innovations, as well as their number. The result is particularly significant for larger, established, and non-high-tech firms. In line with industry evolution models, we rationalise and interpret the findings suggesting that a key mechanism at work in the robotisation-innovation nexus are diseconomies of scope fuelled by capacity-increasing investments. We also discuss whether industrial robots in our data feature enabling capabilities at all. Our results have important implications for understanding the role of robots in firms' operations and strategies, as well as for policy design.</p></div>","PeriodicalId":48466,"journal":{"name":"Research Policy","volume":null,"pages":null},"PeriodicalIF":7.2,"publicationDate":"2024-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0048733324000519/pdfft?md5=05d991ab2cbec215d857e38485452223&pid=1-s2.0-S0048733324000519-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140823142","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The yin yang of AI: Exploring how commercial and non-commercial orientations shape machine learning innovation 人工智能的阴阳:探索商业和非商业取向如何塑造机器学习创新
IF 7.2 1区 管理学 Q1 Decision Sciences Pub Date : 2024-05-03 DOI: 10.1016/j.respol.2024.105008
Edgar Brea

The scale of the potential implications of machine learning (ML) has prompted discussions on the issues of corporate control and technological openness. However, how commercial and non-commercially oriented organisations each contribute to ML progress remains an open question. This study uses the recombinant innovation perspective as a lens to explore recombinant patterns across projects in an open source software (OSS) environment – where a great deal of ML innovation occurs – and assess how commercial orientation influences such patterns. It builds on a unique dataset containing data on 28,443 OSS projects, their code dependencies and the organisations owning them. Exploratory analyses reveal that ML projects combine larger and more diverse components, and produce more atypical combinations in shorter timeframes than other OSS projects, and that both company and non-company owned ML projects contribute to such recombinant atypicality. Regression analyses indicate that company owned ML projects tend to rely more on distant combinations of technical knowledge, whereas non-company owned ML projects tend to produce more novel combinations of application ideas. By extending the theories of recombinant innovation and motivation in OS innovation into a new setting – ML technology, this study contributes to both literatures by confirming that the link between distant recombination and innovation still holds in contexts characterised by complex search spaces, and by suggesting complementarities between commercial and non-commercial orientations in OSS environments rich in knowledge diversity and recombinant activity.

机器学习(ML)潜在影响的规模引发了有关企业控制和技术开放问题的讨论。然而,商业机构和非商业机构各自如何促进 ML 的发展仍是一个未决问题。本研究以重组创新视角为视角,探讨开源软件(OSS)环境中各项目之间的重组模式(大量的 ML 创新都发生在该环境中),并评估商业导向如何影响这种模式。它以一个独特的数据集为基础,该数据集包含 28,443 个开放源码软件项目、其代码依赖关系以及拥有这些项目的组织的数据。探索性分析表明,与其他开放源码软件项目相比,ML 项目结合了更大和更多样化的组件,并在更短的时间内产生了更多非典型组合。回归分析表明,公司所有的 ML 项目往往更依赖于技术知识的远距离组合,而非公司所有的 ML 项目往往产生更多新颖的应用创意组合。通过将操作系统创新中的重组创新和动机理论扩展到一个新的环境--ML 技术中,本研究证实了远距离重组和创新之间的联系在以复杂搜索空间为特征的环境中仍然存在,并提出了在知识多样性和重组活动丰富的开放源码软件环境中商业和非商业取向之间的互补性,从而为这两方面的研究做出了贡献。
{"title":"The yin yang of AI: Exploring how commercial and non-commercial orientations shape machine learning innovation","authors":"Edgar Brea","doi":"10.1016/j.respol.2024.105008","DOIUrl":"https://doi.org/10.1016/j.respol.2024.105008","url":null,"abstract":"<div><p>The scale of the potential implications of machine learning (ML) has prompted discussions on the issues of corporate control and technological openness. However, how commercial and non-commercially oriented organisations each contribute to ML progress remains an open question. This study uses the recombinant innovation perspective as a lens to explore recombinant patterns across projects in an open source software (OSS) environment – where a great deal of ML innovation occurs – and assess how commercial orientation influences such patterns. It builds on a unique dataset containing data on 28,443 OSS projects, their code dependencies and the organisations owning them. Exploratory analyses reveal that ML projects combine larger and more diverse components, and produce more atypical combinations in shorter timeframes than other OSS projects, and that both company and non-company owned ML projects contribute to such recombinant atypicality. Regression analyses indicate that company owned ML projects tend to rely more on distant combinations of technical knowledge, whereas non-company owned ML projects tend to produce more novel combinations of application ideas. By extending the theories of recombinant innovation and motivation in OS innovation into a new setting – ML technology, this study contributes to both literatures by confirming that the link between distant recombination and innovation still holds in contexts characterised by complex search spaces, and by suggesting complementarities between commercial and non-commercial orientations in OSS environments rich in knowledge diversity and recombinant activity.</p></div>","PeriodicalId":48466,"journal":{"name":"Research Policy","volume":null,"pages":null},"PeriodicalIF":7.2,"publicationDate":"2024-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S004873332400057X/pdfft?md5=43781dc0ba32a7042e18ad4c96a70835&pid=1-s2.0-S004873332400057X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140823143","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Does “Made in China 2025” work for China? Evidence from Chinese listed firms 中国制造 2025》对中国有用吗?来自中国上市公司的证据
IF 7.2 1区 管理学 Q1 Decision Sciences Pub Date : 2024-04-27 DOI: 10.1016/j.respol.2024.105009
Guangwei Li , Lee G. Branstetter

Economic theories have shown that industrial policy's effectiveness in fostering innovation hinges on its ability to address market failures, stimulate creative destruction, and avert adverse foreign reactions. Conversely, distortions induced by the policy and foreign countermeasures can impede its success. In this paper, we use information extracted from Chinese listed firms' financial reports and a difference-in-differences approach to examine how the “Made in China 2025” policy initiative has impacted firms' innovation and productivity outcomes. Our findings reveal that while targeted firms by the policy seem to receive increased innovation subsidies and display some indications of a heightened R&D/sales ratio, statistically significant improvements in patenting and productivity are lacking. These results cast doubt on the efficacy of the “Made in China 2025” initiative in achieving its intended goal of promoting the innovation capability of targeted firms, highlighting the theoretical and practical complexities of innovation-focused industrial policies.

经济理论表明,产业政策在促进创新方面的有效性取决于其解决市场失灵、刺激创造性破坏和避免外国不利反应的能力。反之,政策的扭曲和外国的反制措施也会阻碍政策的成功。在本文中,我们利用从中国上市公司财务报告中提取的信息,采用差分法研究了 "中国制造 2025 "政策倡议如何影响了企业的创新和生产力成果。我们的研究结果表明,虽然该政策的目标企业似乎获得了更多的创新补贴,并显示出研发/销售比率提高的一些迹象,但在专利申请和生产率方面却缺乏统计意义上的显著改善。这些结果令人怀疑 "中国制造 2025 "能否实现其促进目标企业创新能力的预期目标,凸显了以创新为重点的产业政策在理论和实践上的复杂性。
{"title":"Does “Made in China 2025” work for China? Evidence from Chinese listed firms","authors":"Guangwei Li ,&nbsp;Lee G. Branstetter","doi":"10.1016/j.respol.2024.105009","DOIUrl":"https://doi.org/10.1016/j.respol.2024.105009","url":null,"abstract":"<div><p>Economic theories have shown that industrial policy's effectiveness in fostering innovation hinges on its ability to address market failures, stimulate creative destruction, and avert adverse foreign reactions. Conversely, distortions induced by the policy and foreign countermeasures can impede its success. In this paper, we use information extracted from Chinese listed firms' financial reports and a difference-in-differences approach to examine how the “Made in China 2025” policy initiative has impacted firms' innovation and productivity outcomes. Our findings reveal that while targeted firms by the policy seem to receive increased innovation subsidies and display some indications of a heightened R&amp;D/sales ratio, statistically significant improvements in patenting and productivity are lacking. These results cast doubt on the efficacy of the “Made in China 2025” initiative in achieving its intended goal of promoting the innovation capability of targeted firms, highlighting the theoretical and practical complexities of innovation-focused industrial policies.</p></div>","PeriodicalId":48466,"journal":{"name":"Research Policy","volume":null,"pages":null},"PeriodicalIF":7.2,"publicationDate":"2024-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140649569","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
When colleges graduate: Micro-level effects on publications and scientific organization 高校毕业时:对出版物和科学组织的微观影响
IF 7.2 1区 管理学 Q1 Decision Sciences Pub Date : 2024-04-27 DOI: 10.1016/j.respol.2024.105007
Olof Ejermo , Yotam Sofer

We examine the change in status of three Swedish colleges to universities in 1999. This change greatly expanded the inflow of resources in the form of basic funding to the new universities. Using detailed individual data, we follow the careers of staff employed before 1999 at the treated institutions, examining their scientific performance, promotion, affiliation, and coauthorship behavior after the transition to university and comparing them to that of matched sample researchers at control colleges in a difference-in-differences analysis. We find an 89 percent increase in publication by publishing academics, an effect driven by increased funding. But we do not find an increased likelihood of publishing. Publication activity is concentrated among men, those working in technical sciences, and those holding research positions. The change to a university also led to a shift toward research-enhancing practices and organizations, manifested in coauthorship patterns, affiliations, and workforce composition. These changes altogether, enabled the new universities to begin converging in terms of research productivity to the level of established universities. Our results indicate that additional resources to institutions that historically received insufficient investment unlocked the research potential of aspiring researchers.

我们研究了 1999 年瑞典三所学院转为大学的情况。这一变化大大增加了以基本资金形式流入新大学的资源。我们使用详细的个人数据,跟踪调查了 1999 年前受雇于这些学院的教职员工的职业生涯,考察了他们在转为大学后的科研表现、晋升、从属关系和合著行为,并在差异分析中将他们与对照学院的匹配样本研究人员进行了比较。我们发现,发表论文的学者发表论文的数量增加了 89%,这是经费增加带来的效果。但我们并没有发现发表论文的可能性会增加。出版活动主要集中在男性、从事技术科学工作的人员和担任研究职位的人员中。向大学的转变也导致了向有利于研究的实践和组织的转变,这体现在合著模式、附属关系和员工组成上。这些变化加在一起,使新大学的研究生产力开始向老牌大学的水平靠拢。我们的研究结果表明,向历来投资不足的机构提供额外资源,释放了有抱负的研究人员的研究潜力。
{"title":"When colleges graduate: Micro-level effects on publications and scientific organization","authors":"Olof Ejermo ,&nbsp;Yotam Sofer","doi":"10.1016/j.respol.2024.105007","DOIUrl":"https://doi.org/10.1016/j.respol.2024.105007","url":null,"abstract":"<div><p>We examine the change in status of three Swedish colleges to universities in 1999. This change greatly expanded the inflow of resources in the form of basic funding to the new universities. Using detailed individual data, we follow the careers of staff employed before 1999 at the treated institutions, examining their scientific performance, promotion, affiliation, and coauthorship behavior after the transition to university and comparing them to that of matched sample researchers at control colleges in a difference-in-differences analysis. We find an 89 percent increase in publication by publishing academics, an effect driven by increased funding. But we do not find an increased likelihood of publishing. Publication activity is concentrated among men, those working in technical sciences, and those holding research positions. The change to a university also led to a shift toward research-enhancing practices and organizations, manifested in coauthorship patterns, affiliations, and workforce composition. These changes altogether, enabled the new universities to begin converging in terms of research productivity to the level of established universities. Our results indicate that additional resources to institutions that historically received insufficient investment unlocked the research potential of aspiring researchers.</p></div>","PeriodicalId":48466,"journal":{"name":"Research Policy","volume":null,"pages":null},"PeriodicalIF":7.2,"publicationDate":"2024-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0048733324000568/pdfft?md5=a891a75046ca2d5a9f58d4b24ab2da23&pid=1-s2.0-S0048733324000568-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140650460","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Research Policy
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1