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Finding needles in haystacks: a machine learning approach for the drivers of green innovation 大海捞针:绿色创新驱动者的机器学习方法
IF 6.4 3区 管理学 Q1 BUSINESS Pub Date : 2026-05-01 Epub Date: 2026-02-12 DOI: 10.1016/j.iedeen.2026.100309
Mohammad Jamal Bataineh , Fayssal Ayad
Motivated by theoretical insights from the resource-based view, dynamic capabilities, and social network theories, we examine how internal capabilities, prior innovation experience, and collaborative ties jointly shape firms’ green innovation. Hence, we study the drivers of green innovation using firm-level panel data from Spain (2003–2016), leveraging lasso and double machine learning (DML) methods. Our findings highlight that internal R&D expenditures, firm age, external R&D partnerships, and lagged product and process innovations are robust and important predictors of green innovation. We provide new causal evidence of the path-dependent nature of green innovation, with prior innovations exerting persistent treatment effects across multiple periods. The mediation analysis further reveals that collaborative R&D serves as a critical channel through which innovation capabilities are mobilized. These results underscore the complementarity between internal resources and external knowledge access, which enables firms to reconfigure their capabilities in response to environmental imperatives. This evidence has implications for innovation policy design and suggests that targeted support for R&D investment and collaboration can enhance firms’ adaptive capacities for green innovation.
在资源基础理论、动态能力理论和社会网络理论的启发下,我们考察了内部能力、先验创新经验和协作关系如何共同影响企业的绿色创新。因此,我们利用来自西班牙(2003-2016)的公司层面面板数据,利用套索和双机器学习(DML)方法,研究了绿色创新的驱动因素。我们的研究结果强调,内部研发支出、企业年龄、外部研发伙伴关系以及滞后的产品和工艺创新是绿色创新的重要预测因素。我们为绿色创新的路径依赖性质提供了新的因果证据,先前的创新在多个时期发挥持续的治疗效果。中介分析进一步揭示了协同研发是调动创新能力的重要渠道。这些结果强调了内部资源和外部知识获取之间的互补性,这使公司能够根据环境要求重新配置其能力。这一研究结果对创新政策设计具有启示意义,并表明有针对性地支持研发投资和合作能够增强企业的绿色创新适应能力。
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引用次数: 0
Robustness and Renewal as key dynamic capabilities for corporate resilience 稳健性和更新是企业弹性的关键动态能力
IF 6.4 3区 管理学 Q1 BUSINESS Pub Date : 2026-05-01 Epub Date: 2026-02-12 DOI: 10.1016/j.iedeen.2026.100308
Jacques Bughin
This study examines how robustness and renewal capabilities jointly determine firm resilience across the complete COVID-19 life-cycle crisis. Using survey data from 4100 firms worldwide and structural equation modelling, we analyse resilience dynamics across both the acute disruption phase and the subsequent recovery phase. The results confirm a sequential relationship: robustness capabilities significantly support short-term performance stability, while renewal capabilities drive post-crisis performance recovery. The interaction between both capabilities further amplifies sustainable performance outcomes, highlighting the importance of managing resilience as a dynamic capability process rather than a static attribute. Research rigour is ensured through multiple robustness checks, measurement validation and alternative model specifications. The findings contribute to the literature on resilience and stakeholder-driven strategies and offer managerial guidance on capability deployment before, during, and after major disruptions
本研究探讨了稳健性和更新能力如何共同决定企业在2019冠状病毒病整个生命周期危机中的复原力。利用来自全球4100家公司的调查数据和结构方程模型,我们分析了急性中断阶段和随后的恢复阶段的弹性动态。结果证实了一个顺序关系:稳健性能力显著支持短期绩效稳定性,而更新能力推动危机后绩效恢复。这两种能力之间的相互作用进一步放大了可持续绩效结果,突出了将弹性管理作为动态能力过程而不是静态属性的重要性。通过多次稳健性检查,测量验证和替代模型规范确保研究的严谨性。研究结果为弹性和利益相关者驱动战略的文献做出了贡献,并为重大中断之前、期间和之后的能力部署提供了管理指导
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引用次数: 0
I feel good: Exploring the influence of social and environmental dimensions of regional development on the subjective well-being of European citizens 我感觉很好:探索区域发展的社会和环境层面对欧洲公民主观幸福感的影响
IF 6.4 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-01 Epub Date: 2026-01-14 DOI: 10.1016/j.iedeen.2026.100305
Stefania Oliva , Silvia Rita Sedita , Ivan De Noni , Luigi Orsi
This article investigates how regions’ ability to pursue sustainable development trajectories affects individual subjective well-being. In particular, it disentangles the social and environmental dimensions of sustainability by examining the relative role of social capital, public safety, and green innovation capacity in shaping individuals’ quality of life. Empirically, the study relies on a cross-sectional analysis of 255 European regions over the period 2000–2018, using data from the OECD Regional Well-Being database, OECD RegPat, ARDECO, Eurostat, the EU Labour Force Survey, and the EU-NED database. The results show that subjective well-being is positively influenced by all dimensions of sustainability, with social factors exerting a stronger effect than environmental ones. The conclusions highlight relevant policy and managerial implications for steering future regional development trajectories.
本文探讨了区域追求可持续发展轨迹的能力对个体主观幸福感的影响。特别是,它通过研究社会资本、公共安全和绿色创新能力在塑造个人生活质量方面的相对作用,理清了可持续性的社会和环境维度。从经验上看,该研究依赖于2000年至2018年期间对255个欧洲地区的横断面分析,使用了经合组织区域福祉数据库、经合组织RegPat、ARDECO、欧盟统计局、欧盟劳动力调查和欧盟- ned数据库的数据。结果表明,主观幸福感受到可持续发展各维度的积极影响,其中社会因素的影响强于环境因素。结论强调了指导未来区域发展轨迹的相关政策和管理影响。
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引用次数: 0
Unraveling sustainable corporate governance: The dynamic interplay of network strategies, board social learning, and board structure 揭示可持续公司治理:网络战略、董事会社会学习和董事会结构的动态相互作用
IF 6.4 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-01 Epub Date: 2026-01-15 DOI: 10.1016/j.iedeen.2026.100306
Julián Andrés Díaz Tautiva , Erica Salvaj , Felipe Vásquez-Lavín
Motivated by an increasing interest in the influence of corporate boards on environmental and societal organizational outcomes, this study aims to clarify the dynamic interplay among corporate network strategy, board social learning, and board structure in shaping corporate environmental and societal performance. Using a sample comprising 522 firms listed in the S&P 500 and Nasdaq 100 indexes, we apply a Stochastic Actor Oriented Model to assess a novel theoretical framework and conceptual model. Our findings reveal that firms occupying central positions within the network tend to demonstrate enhanced environmental performance. Conversely, social learning tends to diminish overall organizational performance, and board activity exerts a negative influence on environmental and non-financial performance (average environmental and societal performance). Moreover, increased board activity correlates with improved societal performance, while a negative relationship exists between board size and environmental performance. Notably, board independence negatively affects both environmental and overall non-financial performance. This research offers a theoretical synthesis of previously disconnected literature strands. Furthermore, our results carry implications for business owners and public policy development, enhancing our comprehension of corporate performance dynamics.
鉴于人们对公司董事会对环境和社会组织结果的影响越来越感兴趣,本研究旨在阐明公司网络战略、董事会社会学习和董事会结构在塑造公司环境和社会绩效方面的动态相互作用。以标准普尔500指数和纳斯达克100指数的522家上市公司为样本,我们应用随机参与者导向模型来评估一个新的理论框架和概念模型。我们的研究结果表明,在网络中处于中心位置的企业往往表现出更高的环境绩效。相反,社会学习倾向于降低整体组织绩效,董事会活动对环境和非财务绩效(平均环境和社会绩效)产生负面影响。此外,董事会活动的增加与社会绩效的提高相关,而董事会规模与环境绩效之间存在负相关关系。值得注意的是,董事会独立性对环境和整体非财务绩效都有负面影响。这项研究提供了先前不相关的文献链的理论综合。此外,我们的研究结果对企业主和公共政策的发展具有启示意义,增强了我们对公司绩效动态的理解。
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引用次数: 0
Determinants of business longevity in the Spanish tropical fruit industry 决定西班牙热带水果产业商业寿命的因素
IF 6.4 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-01 Epub Date: 2026-01-19 DOI: 10.1016/j.iedeen.2026.100304
Virginia Pérez-Benítez , German Gemar
This study explores the determinants of business survival in Spain’s tropical and subtropical fruit sector from 2006 to 2021. Using data from the Iberian Financial Statements Analysis System, and applying survival analysis techniques including Cox regression, we assess the effects of factors including company age, legal form, CEO gender, location, sales volume, and indebtedness on firm survival. Results show that higher sales and certain legal forms improve survival, while indebtedness and economic downturns, such as the 2008 crisis, increase failure risk. CEO gender and location also significantly influence outcomes. This research contributes to the limited extant literature on survival analysis in the Spanish agricultural sector. It also has important practical implications for policy-makers, entrepreneurs, managers and business owners in the sector. Companies must pay special attention to sales and crisis management. Furthermore, both geographical location and legal form must be fully taken into account when assessing business risks, highlighting their substantial influence on the performance or survival of companies.
本研究探讨了2006年至2021年西班牙热带和亚热带水果行业企业生存的决定因素。利用来自伊比利亚财务报表分析系统的数据,并应用生存分析技术,包括Cox回归,我们评估了公司年龄,法律形式,CEO性别,位置,销售额和负债等因素对公司生存的影响。结果显示,更高的销售额和某些法律形式可以改善生存,而负债和经济衰退(如2008年的危机)则增加了破产风险。CEO的性别和位置也显著影响结果。这项研究有助于有限的现存文献生存分析在西班牙农业部门。它还对该部门的决策者、企业家、管理人员和企业主具有重要的实际影响。企业必须特别重视销售和危机管理。此外,在评估商业风险时,必须充分考虑地理位置和法律形式,突出它们对公司业绩或生存的重大影响。
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引用次数: 0
Change management mechanism and its effect on the performance of banks 变革管理机制及其对银行绩效的影响
IF 6.4 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-01 Epub Date: 2025-10-15 DOI: 10.1016/j.iedeen.2025.100295
Andrews Yao Dumevi , Zhang Peter Zhuo , Fanny Lunga Mfiya
Banks in Ghana operate in a constantly evolving regulatory environment, making the management of regulatory changes critical to their survival and performance. Guided by institutional theory, this study assessed how banks effectively managed regulatory changes, focusing on the rise in minimum capital requirement for banks in Ghana between 2017 and 2018 as a case study. The study also assessed the effect of managing this regulatory change on bank performance. Data were collected through a structured questionnaire administered to 302 Branch Managers, complemented by interviews with 13 Managers directly involved in managing the capital increase in their respective banks. The study used mean and standard deviation to analyze how change management mechanisms were applied during the implementation of the new capital requirement.
Additionally, a Structural Equation Model (SEM) was used to estimate the impact of these mechanisms on the banks' performance. The findings revealed that although the banks were initially unprepared for the increase in the minimum capital requirement, they effectively applied change management strategies. The study found that banks had effective communication, stakeholder management, sponsorship, and training, but readiness was very low. From the SEM results, sponsorship (β = 0.41) and stakeholder management (β = 0.39) have statistically significant positive effects on operational performance. However, communication (β = 0.24) and training (β = 0.31) have a statistically significant positive impact on financial performance. These findings are consistent with institutional theory as proposed by Meyer and Rowan. Thus, from the theoretical point of view, this study posits that change management is a sure way for banks to adapt to regulatory changes, such as a rise in minimum capital requirements. This study contributes to empirical literature since it is the first to assess how banks use change management mechanisms to manage regulatory change. The study recommends that banks proactively integrate regulatory change management strategies into their operations to better prepare for future regulatory shifts.
加纳的银行在不断变化的监管环境中运营,监管变化的管理对其生存和绩效至关重要。在制度理论的指导下,本研究评估了银行如何有效地管理监管变化,并以2017年至2018年加纳银行最低资本要求的提高为例进行了研究。该研究还评估了管理这一监管变化对银行业绩的影响。通过对302名分行经理进行结构化问卷调查收集数据,并对13名直接参与管理各自银行增资的经理进行访谈。本研究采用均值和标准差分析了新资本要求实施过程中变更管理机制的应用情况。此外,我们使用结构方程模型(SEM)来估计这些机制对银行绩效的影响。调查结果显示,尽管银行最初对最低资本要求的提高毫无准备,但它们有效地应用了变革管理策略。研究发现,银行有有效的沟通、利益相关者管理、赞助和培训,但准备程度非常低。从SEM结果来看,赞助(β = 0.41)和利益相关者管理(β = 0.39)对经营绩效有统计学显著的正向影响。然而,沟通(β = 0.24)和培训(β = 0.31)对财务绩效有统计学上显著的积极影响。这些发现与Meyer和Rowan提出的制度理论是一致的。因此,从理论角度来看,本研究认为变更管理是银行适应监管变化的一种可靠方式,例如最低资本要求的提高。本研究有助于实证文献,因为它是第一个评估银行如何使用变更管理机制来管理监管变化的研究。该研究建议,银行应主动将监管变化管理战略纳入其业务,以更好地为未来的监管变化做好准备。
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引用次数: 0
Research on the multiple promotion paths of green innovation performance in Chinese high-end equipment manufacturing enterprises: A configuration study based on TOE framework 中国高端装备制造企业绿色创新绩效提升路径研究——基于TOE框架的配置研究
IF 6.4 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-01 Epub Date: 2026-01-10 DOI: 10.1016/j.iedeen.2026.100300
Mingxing Li , Yue Zhu , Feng Chen , Oswin Aganda Anaba
With the increasing global environmental awareness and the tightening of regulations, high-end equipment manufacturing enterprises are facing a significant test of green innovation. Challenges such as core technologies, funding, and talent continue to impede the green innovation of enterprises. This study investigates how high-end equipment manufacturers can configure their technological, organizational and environmental (TOE) conditions to attain high green-innovation performance, adopting a fuzzy-set qualitative comparative analysis (fsQCA) lens that recognizes equifinality and causal asymmetry. The research reveals that none of single factors is necessary for high green innovation performance, indicating that enterprises need to focus on the synergistic effects and overall impact of multiple conditions in green innovation. The interaction and matching of conditions generate configuration effects, providing diverse paths for enterprises to enhance green innovation performance. Through the horizontal comparison of various configurations, it is evident that “high strategic flexibility” emerges as a crucial core condition, suggesting that enterprises should emphasize the flexibility of resource allocation and organizational coordination to better adapt to environmental changes.
随着全球环保意识的增强和法规的收紧,高端装备制造企业面临着绿色创新的重大考验。核心技术、资金、人才等挑战持续阻碍着企业的绿色创新。本研究采用识别均衡性和因果不对称性的模糊集定性比较分析(fsQCA)视角,探讨高端设备制造商如何配置其技术、组织和环境(TOE)条件以获得高绿色创新绩效。研究表明,高绿色创新绩效并非单一因素所必需,企业需要关注多种条件在绿色创新中的协同效应和整体影响。条件的互动和匹配产生配置效应,为企业提升绿色创新绩效提供了多种路径。通过对各种配置的横向比较,可以看出,“高度战略灵活性”作为一个至关重要的核心条件浮现出来,这表明企业应重视资源配置的灵活性和组织协调的灵活性,以更好地适应环境变化。
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引用次数: 0
Can supply chain sustainability enhance the sustainable performance of SMEs? A triple bottom line approach 供应链可持续性能否提高中小企业的可持续绩效?三重底线方法
IF 6.4 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-01 Epub Date: 2026-01-14 DOI: 10.1016/j.iedeen.2026.100301
Cristina López, Rocío Ruiz-Benítez, Inés Herrero
The prior literature has predominantly emphasized the role of large firms exerting coercive power within supply chains to enhance sustainability outcomes. However, small and medium-sized enterprises (SMEs) often experience a reverse dynamic in which external pressures from supply chain agents drive sustainability initiatives. Drawing on Institutional Theory and Stakeholder Theory, this article examines whether supply chain sustainability improvements positively affect SMEs' economic, environmental, and social performance. Using a time-lagged research design, data were collected from a sample of 363 food and beverage manufacturing SMEs and analyzed using Structural Equation Modeling (SEM). The results provide support for the hypothesized relationships in the environmental and social dimensions of sustainability but not in the economic dimension. This implies that improvements in the social and environmental performance of the food and beverage manufacturing supply chain can positively influence SMEs' social and environmental performance, respectively. The article concludes with practical insights for managers, policymakers, and society at large on how to improve sustainable performance in food and beverage manufacturing SMEs.
先前的文献主要强调大公司在供应链中施加强制性权力以提高可持续性结果的作用。然而,中小型企业(SMEs)经常经历一种相反的动态,其中来自供应链代理的外部压力推动了可持续性倡议。利用制度理论和利益相关者理论,本文考察了供应链可持续性的改善是否会对中小企业的经济、环境和社会绩效产生积极影响。采用时滞研究设计,从363家食品饮料制造业中小企业样本中收集数据,并使用结构方程模型(SEM)进行分析。研究结果支持可持续发展的环境和社会维度的假设关系,但不支持经济维度的假设关系。这意味着食品和饮料制造供应链的社会绩效和环境绩效的改善可以分别对中小企业的社会绩效和环境绩效产生积极影响。文章最后为管理者、政策制定者和整个社会提供了关于如何提高食品和饮料制造业中小企业可持续绩效的实际见解。
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引用次数: 0
Board cognitive skills, digital transformation and firm performance 董事会认知技能、数字化转型与企业绩效
IF 6.4 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-01 Epub Date: 2025-10-15 DOI: 10.1016/j.iedeen.2025.100297
Pedro Colina-Morales, Francesco D. Sandulli, Antonio Rodríguez-Duarte
This research explores how the information technology capabilities of board directors contribute to firm performance. Using a multisectoral sample of 3752 observations from 2008 to 2021, comprising 268 companies listed in the S&P 500 index, a discontinuous growth model was applied to analyze firm performance over time in relation to the inclusion of technology directors on the board. The analysis supports that the inclusion of a technology director on the board is associated with a significant and positive incremental effect on firm performance in the years following the appointment. It suggests that the impact of technologies on digital transformation (DT) extends beyond the implementation of specific tools; directors’ IT skills may initiate the DT process, with its origin occurring at a higher level than the top management team (TMT). In practice, our study suggests that the inclusion of technology director on the board be considered when a DT process is pursued to support the corporation's sustainable competitive advantage.
本研究探讨董事的资讯科技能力对公司绩效的影响。使用2008年至2021年的3752个多部门样本,包括268家标准普尔500指数上市公司,应用不连续增长模型来分析公司业绩随时间的变化与董事会中包含技术董事的关系。分析支持,在董事会中加入技术董事与任命后几年公司绩效的显着和积极的增量效应相关。这表明,技术对数字化转型(DT)的影响超出了特定工具的实施;董事的IT技能可能会启动DT过程,其起源发生在比最高管理团队(TMT)更高的级别。在实践中,我们的研究表明,当追求DT过程以支持公司的可持续竞争优势时,应考虑将技术总监纳入董事会。
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引用次数: 0
The contribution of family offices to family businesses: Conceptual analysis and future research agenda based on a systematic literature review 家族办公室对家族企业的贡献:基于系统文献回顾的概念分析与未来研究议程
IF 6.4 3区 管理学 Q1 BUSINESS Pub Date : 2026-01-01 Epub Date: 2026-01-17 DOI: 10.1016/j.iedeen.2026.100302
Sabela Siaba , Berta Rivera , Luis Currais
In this article, literature on family offices (FOs) is systematically reviewed to examine how academic research in this field has advanced and to assess the relevance of FOs within family businesses. The main function of an FO is to preserve a family’s wealth in the long-term, as well as to facilitate the transfer of assets to subsequent generations. Since the 2008 financial crisis, entrepreneurs have become more aware that risk management is of vital importance. Driven by increased family wealth and the growing need for sophisticated investment strategies, FOs have experienced substantial growth. Nevertheless, despite the growing significance of FOs in the field of family businesses, they have a limited presence in academic literature. This scarcity is mainly due to these businesses’ reluctance in sharing information. Thus, existing FO literature is examined with a focus on the main topics identified in previous studies. We detail the implications of our study for the theoretical development of FOs and the field of family business in general. Our analysis identifies the relevant elements in family business research and demonstrates existing gaps in the field. To the best of our knowledge, this is the first study to develop a solid theoretical foundation in FO-related research, providing a framework for future research. From an academic perspective, our findings uphold the idea that FOs research is a promising, yet understudied, field in family businesses.
在本文中,对家族办公室(FOs)的文献进行了系统的回顾,以检查该领域的学术研究如何取得进展,并评估家族企业中fo的相关性。FO的主要功能是长期保存家族财富,并促进资产向后代转移。自2008年金融危机以来,企业家们越来越意识到风险管理的重要性。在家族财富增长和对复杂投资策略需求日益增长的推动下,办公室经历了大幅增长。然而,尽管家族企业办公室在家族企业领域的重要性日益增加,但它们在学术文献中的存在有限。这种稀缺性主要是由于这些企业不愿意分享信息。因此,对现有的FO文献进行审查,重点关注先前研究中确定的主要主题。我们详细说明了我们的研究对家族企业理论发展和家族企业领域的启示。我们的分析确定了家族企业研究中的相关因素,并指出了该领域存在的差距。据我们所知,这是第一个为fo相关研究奠定坚实理论基础的研究,为未来的研究提供了一个框架。从学术角度来看,我们的研究结果支持这样一种观点,即家族企业的首席财务官研究是一个前景光明、但研究不足的领域。
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引用次数: 0
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European Research on Management and Business Economics
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