IEEE Transactions on Engineering Management最新文献

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Digitalization-Based Competitive Pressure Originating From Coopetitors and the Focal Firm’s Digital Innovation 合作方的数字化竞争压力与焦点企业的数字化创新
IF 5.2 3区 管理学
IEEE Transactions on Engineering Management Pub Date : 2025-08-04 DOI: 10.1109/TEM.2025.3594802
Jingbei Wang;Jintao Lu;Marina Dabić;Tilo Halaszovich
{"title":"Digitalization-Based Competitive Pressure Originating From Coopetitors and the Focal Firm’s Digital Innovation","authors":"Jingbei Wang;Jintao Lu;Marina Dabić;Tilo Halaszovich","doi":"10.1109/TEM.2025.3594802","DOIUrl":"https://doi.org/10.1109/TEM.2025.3594802","url":null,"abstract":"Prior studies have addressed the antecedents of digital innovation from the resource-based view. However, how the coopetition relationship in strategic alliances affects the focal firm’s digital innovation is still largely unexplored. In this article, we theorize that the relative magnitude of the digital proximity between coopetitors and the focal firm is a source of competitive pressure for the focal firm, which we call “digitalization-based competitive pressure originating from coopetitors” (DCPC). We then investigate the divergent effects of DCPC on the focal firm’s radical and incremental digital innovation. Furthermore, we examine the moderating effects of the focal firm’s technological and market overlap with coopetitors on the abovementioned relationships. A longitudinal dataset of the U.S. pharmaceutical industry over the period 2010–2020 and fixed-effects negative binomial regression models were used to test the hypotheses. The results show that DCPC has an inverted U-shaped relationship with the focal firm’s radical digital innovation and a positive effect on the focal firm’s incremental digital innovation. Moreover, technological overlap steepens the inverted U-shaped relationship between DCPC and the focal firm’s radical digital innovation, whereas market overlap negatively moderates the effect of DCPC on the focal firm’s incremental digital innovation.","PeriodicalId":55009,"journal":{"name":"IEEE Transactions on Engineering Management","volume":"72 ","pages":"3433-3448"},"PeriodicalIF":5.2,"publicationDate":"2025-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11112636","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144891002","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Form and Function: Design Patents and the Dynamics of Technology Re-Emergence 形式与功能:外观设计专利与技术再出现的动态
IF 5.2 3区 管理学
IEEE Transactions on Engineering Management Pub Date : 2025-08-04 DOI: 10.1109/TEM.2025.3595497
Stefan Wuorinen;Tian Chen;Kevin Miceli
{"title":"Form and Function: Design Patents and the Dynamics of Technology Re-Emergence","authors":"Stefan Wuorinen;Tian Chen;Kevin Miceli","doi":"10.1109/TEM.2025.3595497","DOIUrl":"https://doi.org/10.1109/TEM.2025.3595497","url":null,"abstract":"In this article, we build on the technological re-emergence literature with the re-examination of the technology lifecycle and the linear progression suggested by theories within the literature, while emphasizing the distinction between technological form and function. Dominant design typically describes the stabilization of functional components as the primary driver of technological selection, however, we propose that design-based inventions challenge this model by exhibiting cyclical patterns of re-emergence. Leveraging theories of technological emergence and re-emergence, we argue that design preferences can drive the re-use of older technologies long after a new dominant functional design has been established. Our analysis of United States Patent and Trademark Office design and utility patents between 1998 and 2010 demonstrates that design-based inventions exhibit higher variance in backward reuse, suggesting that technological evolution may be more multidimensional than previously understood. Our study contributes to a more nuanced understanding of the lifecycle and re-emergence of technologies by demonstrating the effect of design on technological reuse, offering a novel perspective on the dynamics of technological evolution.","PeriodicalId":55009,"journal":{"name":"IEEE Transactions on Engineering Management","volume":"72 ","pages":"3419-3432"},"PeriodicalIF":5.2,"publicationDate":"2025-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144891095","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
New Venture Creation: Evolving Research Themes, Integrative Frameworks, and Future Pathways 新的创业:不断发展的研究主题,综合框架,和未来的途径
IF 5.2 3区 管理学
IEEE Transactions on Engineering Management Pub Date : 2025-08-01 DOI: 10.1109/TEM.2025.3595018
Mozhgan Danesh;Kamal Sakhdari;Reza Zanjirani Farahani;Seyed Reza Hejazi
{"title":"New Venture Creation: Evolving Research Themes, Integrative Frameworks, and Future Pathways","authors":"Mozhgan Danesh;Kamal Sakhdari;Reza Zanjirani Farahani;Seyed Reza Hejazi","doi":"10.1109/TEM.2025.3595018","DOIUrl":"https://doi.org/10.1109/TEM.2025.3595018","url":null,"abstract":"Over the past few decades, research on new venture creation (NVC) has expanded significantly, resulting in a fragmented and unsynthesized body of knowledge. While earlier studies have attempted to integrate the literature through top-down approaches, a valuable yet underutilized alternative is to map the intellectual structure of the field using quantitative, bottom-up analyses. This method helps reveal key subfields, their development over time, and underexplored research areas. In this study, we apply a hybrid approach that combines structured literature mapping with in-depth content analysis to present a comprehensive framework of the NVC domain. Our analysis of 473 articles identifies six major research clusters: “Conceptualization,” “Individual Triggers,” “Social Enablers,” “Contextual Enablers,” “Venture Emergence Engagement,” and “Performance, Growth, and Survival.” These clusters represent the central thematic streams of the literature over the past 43 years. Through a thematic analysis of landmark studies focusing on antecedents, decisions, outcomes, theories, contexts, and methods, we develop an integrative framework of the field and offer directions for future research.","PeriodicalId":55009,"journal":{"name":"IEEE Transactions on Engineering Management","volume":"72 ","pages":"3464-3481"},"PeriodicalIF":5.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144896759","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Counterfeiting From an Operations and Engineering Management Perspective 从运营和工程管理的角度看伪造
IF 5.2 3区 管理学
IEEE Transactions on Engineering Management Pub Date : 2025-08-01 DOI: 10.1109/TEM.2025.3595001
Nafiseh Shamsi Gamchi;Mehrdad Mohammadi;Luk Van Wassenhove;Reza Zanjirani Farahani
{"title":"Counterfeiting From an Operations and Engineering Management Perspective","authors":"Nafiseh Shamsi Gamchi;Mehrdad Mohammadi;Luk Van Wassenhove;Reza Zanjirani Farahani","doi":"10.1109/TEM.2025.3595001","DOIUrl":"https://doi.org/10.1109/TEM.2025.3595001","url":null,"abstract":"Counterfeiting poses a significant and growing threat to the global economy and has been examined through marketing, legal, manufacturing, and behavioral lenses. This article introduces new directions for research from an operations and engineering management (O&EM) perspective—including operations management, engineering management, and industrial engineering—with the aim of encouraging broader engagement from these disciplines. While drawing from insights in adjacent fields, the focus remains on applying O&EM-based models and tools to confront the practical challenges posed by counterfeiting. We develop a structured framework to guide researchers in exploring technological and strategic innovations that can help reduce the prevalence and impact of counterfeit products. These include approaches rooted in product and process design, global sourcing strategies, blockchain-enabled traceability, and circular economy integration. As we will suggest, both analytical modelling and empirical research can be applied to assess these solutions and their implications for operational performance, economic resilience, and sustainability.","PeriodicalId":55009,"journal":{"name":"IEEE Transactions on Engineering Management","volume":"72 ","pages":"3518-3527"},"PeriodicalIF":5.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144904742","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Order Subcontracting Versus Platform Employment in Blockchain-Enabled Agricultural Supply Chains 订单分包与区块链农业供应链中的平台就业
IF 5.2 3区 管理学
IEEE Transactions on Engineering Management Pub Date : 2025-07-31 DOI: 10.1109/TEM.2025.3594336
Wenlong Wang;Zihao Wang;Jiamin Wei;Ashkan Hafezalkotob;Sobhan Arisian
{"title":"Order Subcontracting Versus Platform Employment in Blockchain-Enabled Agricultural Supply Chains","authors":"Wenlong Wang;Zihao Wang;Jiamin Wei;Ashkan Hafezalkotob;Sobhan Arisian","doi":"10.1109/TEM.2025.3594336","DOIUrl":"https://doi.org/10.1109/TEM.2025.3594336","url":null,"abstract":"In this article, we present a novel cooperative model to address challenges in platform-enabled supply chains (PSCs) involving heterogeneous smallholder farmers. We examine a blockchain-based platform framework under two cooperation models: order subcontracting and platform employment. By analyzing order allocation and pricing decisions under symmetric and asymmetric information scenarios, we incorporate farmer heterogeneity to identify optimal cooperation models. Our findings show that while retail prices and order assignments remain consistent across both models, land transfer prices are significantly higher under order subcontracting. Neither farmers nor platforms consistently hold profitability advantages in PSCs. The choice of cooperation model is influenced by key factors (i.e., profit allocation and annual employment costs), especially under complete information. In addition, farmer profits are primarily driven by order quantity, with production costs closely tied to per-period yields. This study contributes to the literature by introducing a novel PSC framework that integrates blockchain technology and explicitly incorporates farmer heterogeneity. It also reveals how information asymmetry shapes cooperation outcomes in two distinct production–sales models, offering critical insights for researchers and practitioners aiming to develop equitable and efficient agricultural supply chains.","PeriodicalId":55009,"journal":{"name":"IEEE Transactions on Engineering Management","volume":"72 ","pages":"3499-3517"},"PeriodicalIF":5.2,"publicationDate":"2025-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144904724","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Creative Destruction and Technological Paradigms in Manufacturing: A Large-Scale Review and Framework for Technology Portfolio Assessment 制造业中的创造性破坏和技术范式:技术组合评估的大规模回顾和框架
IF 5.2 3区 管理学
IEEE Transactions on Engineering Management Pub Date : 2025-07-31 DOI: 10.1109/TEM.2025.3592031
Muntaser Mohamed Nuttah;Hatem Algabroun;Claudio Linhares;Lars Håkansson
{"title":"Creative Destruction and Technological Paradigms in Manufacturing: A Large-Scale Review and Framework for Technology Portfolio Assessment","authors":"Muntaser Mohamed Nuttah;Hatem Algabroun;Claudio Linhares;Lars Håkansson","doi":"10.1109/TEM.2025.3592031","DOIUrl":"https://doi.org/10.1109/TEM.2025.3592031","url":null,"abstract":"Manufacturing digitalization and automation research has expanded rapidly over the past decades. However, the current literature often presents fragmented views, lacking a comprehensive understanding of its evolution. Due to the vast number of publications, traditional literature reviews are impractical for broad fields like manufacturing digitalization and automation. This study leverages recent advancements in artificial intelligence (AI), large language models, and natural language processing to analyze 31 914 scientific papers from 1970 to 2023, providing a knowledge structure of the field. Moreover, we provide a roadmap of the field’s evolution using dynamic topic modeling. We note emerging trends in energy efficiency (since 2004), composite materials (2006), cybersecurity (2008), robotics (2014), and AI (2016), while simulation, scheduling, and process planning maintain steady and consistent research interests. In addition, we observe a decay in certain research areas such as manufacturing automation protocol, a once-prominent area in the 1980s introduced by general motors. We introduce a technology portfolio assessment framework categorizing technologies into emerging, established, experimental, and decaying quadrants. The proposed framework is based on the findings of this study, technology life cycle, creative destruction, and technological paradigms theories. The findings also offer insights into thematic shifts across the literature, consistent with creative destruction and technological paradigm theories. These findings hold implications for academia, industry, and policymakers, supporting more strategic innovation and resource allocation in the manufacturing sector.","PeriodicalId":55009,"journal":{"name":"IEEE Transactions on Engineering Management","volume":"72 ","pages":"3397-3418"},"PeriodicalIF":5.2,"publicationDate":"2025-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144918159","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Promotion or Prevention? Does CEOs’ Famine Experience Affect Their Digital Transformation Decisions? 促进还是预防?ceo们的饥荒经历会影响他们的数字化转型决策吗?
IF 5.2 3区 管理学
IEEE Transactions on Engineering Management Pub Date : 2025-07-31 DOI: 10.1109/TEM.2025.3594370
Zhenyu Wang;Longwei Wang;Min Zhang
{"title":"Promotion or Prevention? Does CEOs’ Famine Experience Affect Their Digital Transformation Decisions?","authors":"Zhenyu Wang;Longwei Wang;Min Zhang","doi":"10.1109/TEM.2025.3594370","DOIUrl":"https://doi.org/10.1109/TEM.2025.3594370","url":null,"abstract":"Digital transformation offers firms significant advantages, with CEOs playing a crucial role in shaping strategic initiatives. However, few studies have examined how CEOs’ formative experiences influence their decision-making. Drawing on imprinting theory and regulatory focus theory, this study investigates the impact of CEOs’ early-life exposure to the Great Chinese Famine on digital transformation decisions, and identifies boundary conditions that shape this relationship. Using a dataset of Chinese listed companies, we find that 1) CEOs’ famine experiences activate a prevention focus, leading to a significantly negative impact on firm’s digital transformation effects; 2) CEO compensation strengthens the negative imprinting effect, while the marketisation level weakens it; and 3) the moderating effect of insignificant. The findings provide empirical evidence on the impact of CEOs’ early-life traumatic events on companies’ adoption of digital technologies and highlight the critical role of managerial incentives and institutional environments in moderating imprint effects.","PeriodicalId":55009,"journal":{"name":"IEEE Transactions on Engineering Management","volume":"72 ","pages":"3342-3353"},"PeriodicalIF":5.2,"publicationDate":"2025-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144887634","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Impact of the Quality and Attitudinal Direction of Firms’ Sustainability Information Disclosure on Consumer Attitudes in Digital Communications: Contingent Effects of Signaling Environments 企业可持续性信息披露的质量和态度方向对数字通信消费者态度的影响:信号环境的偶然效应
IF 5.2 3区 管理学
IEEE Transactions on Engineering Management Pub Date : 2025-07-31 DOI: 10.1109/TEM.2025.3593392
Yiming Zhuang;Qingyun Zhu;Yanji Duan;Namwoon Kim
{"title":"Impact of the Quality and Attitudinal Direction of Firms’ Sustainability Information Disclosure on Consumer Attitudes in Digital Communications: Contingent Effects of Signaling Environments","authors":"Yiming Zhuang;Qingyun Zhu;Yanji Duan;Namwoon Kim","doi":"10.1109/TEM.2025.3593392","DOIUrl":"https://doi.org/10.1109/TEM.2025.3593392","url":null,"abstract":"This study investigates the impact of a firm’s sustainability information disclosure (SID) on consumer attitudes. Specifically, we examine how two SID characteristics—SID’s quality (high or low) and attitudinal direction (confirming or challenging existing consumer belief)—affect consumer attitudes towards the firm brand. We also probe into the nuanced effects of these two SID characteristics in varying signaling environments, such as different channels (formal or informal) and different sources of information (focal firm or third-party). The current research leverages a multimethod approach: 1) by conducting a behavioral experiment with e-commerce-based sustainability disclosures and 2) by analyzing extensive archival data from Twitter (57 582 tweets). Our findings suggest that while SID quality influences consumer attitudes, its impact is significantly moderated by the attitudinal direction of SID. Interestingly, disclosures that counter prevailing consumer beliefs about sustainability prove to have a heightened effect. Additionally, our results indicate that consumer reactions to sustainability disclosures remain consistent across different signaling channels, whether formal or informal. However, the source of the information signal plays a decisive role, with disclosures from third-party organizations and individuals being perceived more favorably than those from focal firms. By combining insights from behavioral experiments and the extensive analysis of social media data as a stand-in for consumer attitudes, we offer vital insights for companies, organizations, and policy makers involved in sustainability disclosures.","PeriodicalId":55009,"journal":{"name":"IEEE Transactions on Engineering Management","volume":"72 ","pages":"3449-3463"},"PeriodicalIF":5.2,"publicationDate":"2025-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144891094","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Digital Servitization Roadmapping: A Case Study of Well-Being and Productivity Management Service in the Construction Industry 数字化服务化路线图:建筑业福祉和生产力管理服务的案例研究
IF 5.2 3区 管理学
IEEE Transactions on Engineering Management Pub Date : 2025-07-30 DOI: 10.1109/TEM.2025.3594208
Yuya Mitake;Kentaro Watanabe;Hiroyasu Miwa;Nobumasa Takamatsu;Yukinori Matsumura;Akie Matsuyama;Yuuki Kobayashi;Takeshi Takenaka
{"title":"Digital Servitization Roadmapping: A Case Study of Well-Being and Productivity Management Service in the Construction Industry","authors":"Yuya Mitake;Kentaro Watanabe;Hiroyasu Miwa;Nobumasa Takamatsu;Yukinori Matsumura;Akie Matsuyama;Yuuki Kobayashi;Takeshi Takenaka","doi":"10.1109/TEM.2025.3594208","DOIUrl":"https://doi.org/10.1109/TEM.2025.3594208","url":null,"abstract":"Manufacturing companies are increasingly focused on developing novel value propositions that address environmental and social impacts. This shift is driven by business models through digital servitization (DS), which integrates digitalized product-service solutions. DS requires the adoption of new digital technologies and development capabilities, alongside an overhaul of organizational capabilities and network structures, to manage and adopt service offerings effectively. Additionally, fostering a customer value-oriented vision for DS is crucial for designing a strategy that aligns both digital and organizational capabilities to create customer value. Although roadmapping is commonly used for strategic planning in the industry, existing approaches primarily support technological planning and fail to comprehensively align technological and organizational aspects toward realizing customer value. To fill this gap, this study proposes a DS roadmapping framework to enhance strategic planning for DS in manufacturing firms. The framework includes processes and tools based on two principles: aligning digitalization and organizational transformation and adopting a customer value-oriented strategic design. The framework’s effectiveness is demonstrated through its application to strategic planning for DS at a mining and construction equipment manufacturing company. This study contributes to the literatures by providing three principal implications, summarized as 1) extending previous knowledge by linking capability theory in service management with roadmapping as its theoretical foundation, 2) developing a framework that newly integrating value-oriented thinking and the perspective of the alignment of digitalization with organizational capabilities into the roadmapping process, and 3) extending the scope of roadmapping to practical DS planning by demonstrating its applicability through a case study.","PeriodicalId":55009,"journal":{"name":"IEEE Transactions on Engineering Management","volume":"72 ","pages":"3482-3498"},"PeriodicalIF":5.2,"publicationDate":"2025-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144904741","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Note: A Data Envelopment Analysis Approach for Efficiency Evaluation of USA Metropolitan Statistical Areas’ Innovation Systems 注:美国大都市统计区创新系统效率评价的数据包络分析方法
IF 5.2 3区 管理学
IEEE Transactions on Engineering Management Pub Date : 2025-07-28 DOI: 10.1109/TEM.2025.3592861
Jaime Eduardo Alarcón-Martínez;David Güemes-Castorena;Stephan M. Altmann;Martin Flegl
{"title":"Note: A Data Envelopment Analysis Approach for Efficiency Evaluation of USA Metropolitan Statistical Areas’ Innovation Systems","authors":"Jaime Eduardo Alarcón-Martínez;David Güemes-Castorena;Stephan M. Altmann;Martin Flegl","doi":"10.1109/TEM.2025.3592861","DOIUrl":"https://doi.org/10.1109/TEM.2025.3592861","url":null,"abstract":"This study aims to evaluate the innovation system of the metropolitan statistical areas (MSAs) in the USA through the application of a two-stage data envelopment analysis model. Our two-stage model permits analyzing the process of creating solutions and transforming those solutions into an economic benefit sequentially; then, we applied the K-means algorithm, identified similarities among the MSAs under analysis, and categorized them according to their results in each model stage. This allowed us to determine the focus and opportunities for each region depending on their category. The analysis revealed that most MSAs with the best innovation efficiency are located on the West Coast, the Northeast, the Midwest, and Texas. Furthermore, by comparing the results from the proposed data envelopment analysis model to other studies’ outcomes in the context of innovation in the USA, we were able to test the robustness of the model itself. The evaluation indicates that the results are not distant from other methods’ outcomes, and the model could serve to analyze and compare regional innovation systems globally.","PeriodicalId":55009,"journal":{"name":"IEEE Transactions on Engineering Management","volume":"72 ","pages":"3253-3261"},"PeriodicalIF":5.2,"publicationDate":"2025-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144867656","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
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