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Harnessing Generative AI for Sustainable Supply Chains: Lean, Circular and Green Perspectives 利用生成式人工智能实现可持续供应链:精益、循环和绿色视角
IF 13.4 1区 管理学 Q1 BUSINESS Pub Date : 2026-01-08 DOI: 10.1002/bse.70515
Ashutosh Singh, Rsha Alghafes, Judit Petra Koltai, Sushant Kumar Vishnoi
Generative artificial intelligence is playing a significant role in the transformation of digital ecosystems by reinventing the processes of content generation, process automation, product innovation and customer experience. At the same time that these technologies are becoming more integrated into routine operations, the focus has shifted to the ethical and environmental consequences associated with their widespread application. An investigation of the operational sustainability associated with the generative artificial intelligence systems would be crucial, as it would provide information about how these systems match ideals such as efficiency, circularity and environmental responsibility. We explore how users understand and engage with sustainability principles, specifically lean, circular and green operational frameworks within generative artificial intelligence environments. We collect user reviews of 72 recently launched generative AI platforms from 2022 to 2024 and utilise advanced machine learning methods, including Word2Vec modelling, sentiment and regression analysis, to reveal how text datasets reflect customer perceptions. We find that the lean theme is the most prominent feature of operational sustainability, with the highest sentiment score, followed by the green and circular themes. Our findings show that there is a growing respect among the general public for artificial intelligence systems that exhibit responsible and efficient design.
生成式人工智能通过重塑内容生成、流程自动化、产品创新和客户体验的流程,在数字生态系统的转型中发挥着重要作用。与此同时,这些技术正越来越多地融入日常作业,重点已转移到与它们的广泛应用相关的道德和环境后果上。对与生成式人工智能系统相关的操作可持续性的调查将是至关重要的,因为它将提供有关这些系统如何匹配诸如效率、循环性和环境责任等理想的信息。我们探索用户如何理解和参与可持续性原则,特别是在生成式人工智能环境中的精益、循环和绿色运营框架。从2022年到2024年,我们收集了72个最近推出的生成式人工智能平台的用户评论,并利用先进的机器学习方法,包括Word2Vec建模、情感和回归分析,来揭示文本数据集如何反映客户的看法。我们发现精益主题是运营可持续性最突出的特征,其情绪得分最高,其次是绿色和循环主题。我们的研究结果表明,公众对表现出负责任和高效设计的人工智能系统越来越尊重。
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引用次数: 0
Sustainability‐Oriented Innovation and Circular Economy Transitions: Evidence From the UK Textile and Clothing Industry 以可持续发展为导向的创新和循环经济转型:来自英国纺织和服装行业的证据
IF 13.4 1区 管理学 Q1 BUSINESS Pub Date : 2026-01-08 DOI: 10.1002/bse.70518
Krishnendu Saha, Narain Gupta, Deniz E. Yoruk, Vikas Kumar
The transition to a circular economy (CE) in the textile and clothing (TC) industry is frequently attributed to sustainability‐oriented innovation (SOI), yet empirical understanding of the systemic conditions under which SOI enables CE remains underdeveloped. This study addresses the gap by offering a novel, context‐specific analysis of how consumer behaviour and institutional quality shape the effectiveness of SOI in a high‐consumption, developed economy context. Drawing on survey data from 280 UK‐based textile and clothing firms and employing rigorous partial least squares‐structural equation modelling (PLS‐SEM), this study provides robust evidence that SOI has a significant positive influence on circular economy transitions (CET). However, this effect is contingent: it is strengthened by consumer willingness to buy and weakened by institutional voids. Notably, regulatory compliance, often assumed to drive sustainability, does not significantly moderate the relationship between the SOI and CET. These findings challenge linear models of innovation diffusion and reinforce a more relational, system‐aware understanding of circular transitions. The study makes an original theoretical contribution by modelling SOI as a second‐order construct and CET as a multidimensional outcome. It offers actionable insights for firms and policymakers by exposing the limitations of compliance‐led strategies and calling for more integrated, behaviourally informed approaches to managing innovation for sustainability.
纺织和服装(TC)行业向循环经济(CE)的过渡通常归因于可持续性导向创新(SOI),但对SOI实现CE的系统条件的实证理解仍然不发达。本研究通过提供一种新颖的、具体情境的分析来解决这一差距,分析了在高消费、发达的经济背景下,消费者行为和制度质量如何塑造SOI的有效性。利用来自280家英国纺织和服装公司的调查数据,并采用严格的偏最小二乘结构方程模型(PLS - SEM),本研究提供了强有力的证据,证明SOI对循环经济转型(CET)有显著的积极影响。然而,这种影响是偶然的:消费者的购买意愿加强了这种影响,制度空白削弱了这种影响。值得注意的是,通常被认为推动可持续性的法规遵从性并没有显著调节SOI和CET之间的关系。这些发现对创新扩散的线性模型提出了挑战,并加强了对循环过渡更具关联性和系统意识的理解。该研究通过将SOI建模为二阶结构,将CET建模为多维结果,做出了原创的理论贡献。它为公司和政策制定者提供了可操作的见解,揭示了合规主导战略的局限性,并呼吁采用更综合的、行为知情的方法来管理可持续发展的创新。
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引用次数: 0
How Do Circular Economy Practices Drive Interfirm Collaboration and Digitalisation? 循环经济实践如何推动企业间合作和数字化?
IF 13.4 1区 管理学 Q1 BUSINESS Pub Date : 2026-01-08 DOI: 10.1002/bse.70527
Faisal Rasool, Marco Greco, Maria Chiara Di Guardo
Circular economy (CE) has become a crucial paradigm in sustainable business models, driving the shift from linear processes to closed‐loop systems. While CE practices focus on sustainability by eliminating waste and reusing resources, their role in fostering collaboration between firms and driving the adoption of digital technologies remains underexplored. Through qualitative analysis of expert interviews across various industries, this research uncovers how CE activities catalyse resource‐sharing, joint ventures and strategic alliances. Additionally, it is reported that integrating digital tools is crucial for the successful implementation of CE. Finally, the study reveals that regulations can both facilitate and hinder the adoption of CE practice, presenting a critical insight for policymakers. As a result, the findings highlight a synergistic relationship between CE practices, collaboration and digitalisation, providing valuable insights for firms, academia and policymakers aiming to achieve sustainability and improve firm performance through CE initiatives.
循环经济(CE)已经成为可持续商业模式的一个重要范例,推动了从线性流程到闭环系统的转变。虽然节能实践的重点是通过消除浪费和资源再利用来实现可持续发展,但它们在促进企业间合作和推动数字技术采用方面的作用仍未得到充分探索。通过对不同行业专家访谈的定性分析,本研究揭示了CE活动如何促进资源共享、合资企业和战略联盟。此外,据报道,集成数字工具对于CE的成功实施至关重要。最后,研究表明,法规既可以促进也可以阻碍环保实践的采用,为政策制定者提供了重要的见解。因此,研究结果强调了节能实践、协作和数字化之间的协同关系,为企业、学术界和政策制定者提供了有价值的见解,旨在通过节能举措实现可持续性和提高企业绩效。
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引用次数: 0
Venture Funding: Signals of Environmental Orientation and Their Interplay With Investor‐ and Country‐Level Characteristics 风险投资:环境导向的信号及其与投资者和国家层面特征的相互作用
IF 13.4 1区 管理学 Q1 BUSINESS Pub Date : 2026-01-07 DOI: 10.1002/bse.70529
David Flore, Corinna Vera Hedwig Schmidt, Steffen Strese
Environmentally oriented ventures pursue a dual mission: to create both environmental and financial value. This dual mission adds complexity and can influence ventures' funding prospects, as investors mostly pursue financial motivations. However, the environmental entrepreneurship literature is undecided on whether this relationship is positive or negative, with the latter view prevailing. We draw on signaling theory and analyze our model using a large dataset comprising 5020 unique ventures based in the United States and Europe, along with information on their investors. We find support for the minority view showing a positive relationship between venture‐initiated signals of environmental orientation and venture funding. Two contextual factors, investor environmental orientation and country‐level emissions, enhance this positive relationship. We contribute to signaling theory and environmental entrepreneurship literature.
以环境为导向的企业追求双重使命:创造环境价值和财务价值。这种双重使命增加了复杂性,并可能影响风险投资的融资前景,因为投资者大多是出于经济动机。然而,环境创业的文献没有确定这种关系是积极的还是消极的,后者的观点占主导地位。我们利用信号理论,并使用一个大型数据集来分析我们的模型,该数据集包括5020家位于美国和欧洲的独特企业,以及他们的投资者信息。我们发现了少数观点的支持,即风险发起的环境导向信号与风险投资之间存在正相关关系。两个背景因素,投资者环境取向和国家层面的排放,增强了这种正相关关系。我们致力于信号理论和环境创业文献。
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引用次数: 0
Bridging Theory and Practice: Circular Solution Business Model Patterns From Literature and Start‐Up Cases 衔接理论与实践:来自文献和创业案例的循环解决方案商业模式
IF 13.4 1区 管理学 Q1 BUSINESS Pub Date : 2026-01-07 DOI: 10.1002/bse.70424
Julia Martínez‐Cabrera, Merlin Schirmer, Francisco López‐del‐Pino
This study addresses circular solution business model patterns (CSBMPs) as vital elements for transitioning businesses to a circular economy ( CE ), providing a systematic classification of CSBMPs and contextualising them through start‐up cases. Twenty‐one CSBMPs are consolidated via a systematic literature review. Subsequently, a qualitative analysis of 692 circular start‐up cases confirms the previously identified CSBMPs and reveals four additional and underexplored CSBMPs: excess inventory management , material composition transparency , incentivising circular consumer behaviour and responsible offsetting . These 25 CSBMPs are presented in the Alexandrian form to clearly define the problem–solution pair of each pattern. The findings contribute to the understanding of dynamic capabilities and their microfoundations in the context of CE , shedding light on the potential of CSBMPs to contribute to sensing, seizing and reconfiguring capabilities. By mapping CSBMPs to the business model canvas and to circular start‐up archetypes, the research provides practical insights for companies to leverage these patterns in CBMI processes.
本研究将循环解决方案商业模式(CSBMPs)作为企业向循环经济(CE)转型的重要因素,提供了CSBMPs的系统分类,并通过启动案例将其置于背景下。通过系统的文献综述,对21个csbmp进行了整合。随后,对692个循环启动案例的定性分析证实了之前确定的CSBMPs,并揭示了另外四个未被充分探索的CSBMPs:过剩库存管理、材料成分透明度、激励循环消费者行为和负责任的抵消。这25个csbmp以亚历山大形式呈现,以清楚地定义每个模式的问题-解决方案对。这些发现有助于理解CE背景下的动态能力及其微观基础,揭示CSBMPs在感知、捕获和重新配置能力方面的潜力。通过将csbmp映射到业务模型画布和循环启动原型,该研究为公司在CBMI流程中利用这些模式提供了实用的见解。
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引用次数: 0
Climate Change Mitigation Takes the Lead: EU Taxonomy‐Aligned and Eligible Activities in Relation to Debt Financing 减缓气候变化带头:与债务融资相关的欧盟分类一致和符合条件的活动
IF 13.4 1区 管理学 Q1 BUSINESS Pub Date : 2026-01-07 DOI: 10.1002/bse.70493
Fabio Rizzato, Simona Fiandrino, Alberto Tonelli, Giorgia La Barbera
This study assesses the degree of alignment with and eligibility to the EU Taxonomy of non‐financial firms and investigates its relationship with their Cost of Debt (CoD). The empirical analysis is based on a sample of 306 non‐financial firms listed on the Stoxx Europe 600 Index across 15 European countries. Taxonomy‐related data were manually collected from firms' 2023 annual reports to develop novel EU Taxonomy‐weighted indices capturing both alignment and eligibility across Turnover, capital expenditure (CapEx), and operational expenditure (OpEx). Results reveal that, on average, firms align only a limited portion of their economic activities with the EU Taxonomy's requirements. Initiatives implementing the EU Taxonomy have primarily concentrated on climate change mitigation, while progress on adaptation and other environmental objectives has remained considerably limited. The findings also show that firms with a higher proportion of the EU Taxonomy‐aligned Turnover benefit from lower borrowing costs, suggesting that financial markets perceive these firms as less risky and more transition‐ready.
本研究评估了非金融公司与欧盟分类法的一致性和资格,并调查了其与债务成本(CoD)的关系。实证分析基于15个欧洲国家的306家在斯托克欧洲600指数上市的非金融公司的样本。从公司2023年年度报告中手动收集分类相关数据,以开发新的欧盟分类加权指数,以捕获营业额、资本支出(CapEx)和运营支出(OpEx)的一致性和合格性。结果表明,平均而言,企业只将其经济活动的有限部分与欧盟分类标准的要求相一致。实施《欧盟分类法》的举措主要集中在减缓气候变化方面,而在适应和其他环境目标方面的进展仍然相当有限。研究结果还表明,与欧盟分类相一致的营业额比例较高的公司受益于较低的借贷成本,这表明金融市场认为这些公司风险较低,更容易转型。
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引用次数: 0
Reducing Food Waste Through Sharing Platforms: Unveiling the Rebound Effect 通过共享平台减少食物浪费:揭示反弹效应
IF 13.4 1区 管理学 Q1 BUSINESS Pub Date : 2026-01-07 DOI: 10.1002/bse.70501
Laura Michelini, Elena Rinallo, Massimiliano Scopelliti, Alessia Pisoni
Food‐sharing platforms are nowadays recognised as a powerful tool to increase food saving. However, little is known about the key determinants fostering its usage. We propose testing the psychosocial determinants of food‐sharing app usage and its impact on post consumption behaviour by combining the technology acceptance model (TAM) with the theory of planned behaviour (TPB). A survey was conducted involving 1077 participants from Gen Z. By adopting covariance‐based structural equation modeling, the findings support all the hypotheses proposed within TPB. Contrary to our prediction, we found that food‐sharing app usage is positively associated with food waste behaviours. This unexpected result suggests a rebound effect, whereby the more frequently the app is used, the greater the amount of food wasted. This paradoxical dynamic opens up important theoretical implications, which challenge the assumption that food‐sharing platforms and prosocial behaviours always lead to desirable environmental outcomes. It calls for a more nuanced understanding of the interplay between app usage and negative spillovers, particularly in the context of sustainability‐oriented digital platforms, which may ultimately result in a rebound effect. From a managerial perspective, the study provides insights for improving the design of food‐sharing platforms, emphasising the importance of not only facilitating access to surplus food but also fostering responsible consumption behaviours.
如今,食品共享平台被认为是增加粮食节约的有力工具。然而,人们对促进其使用的关键决定因素知之甚少。我们建议通过结合技术接受模型(TAM)和计划行为理论(TPB)来测试食物共享应用程序使用的社会心理决定因素及其对消费后行为的影响。通过采用基于协方差的结构方程模型,对1077名z世代参与者进行了调查,结果支持了TPB中提出的所有假设。与我们的预测相反,我们发现食物共享应用程序的使用与食物浪费行为呈正相关。这一意想不到的结果表明了一种反弹效应,即使用该应用程序的频率越高,浪费的食物数量就越多。这种矛盾的动态打开了重要的理论意义,挑战了食物共享平台和亲社会行为总是导致理想环境结果的假设。它要求我们更细致地理解应用使用与负面溢出效应之间的相互作用,特别是在以可持续发展为导向的数字平台的背景下,这可能最终导致反弹效应。从管理的角度来看,该研究为改进食物共享平台的设计提供了见解,强调了不仅要促进获取剩余食物,还要培养负责任的消费行为的重要性。
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引用次数: 0
Circular Design Strategies Unleashed: Competitiveness and the Journey Towards Circular Manufacturing Businesses 循环设计战略释放:竞争力和循环制造企业之旅
IF 13.4 1区 管理学 Q1 BUSINESS Pub Date : 2026-01-07 DOI: 10.1002/bse.70512
Shamaila Ishaq, Umair Tanveer, Thinh Gia Hoang, Stefan Seuring
The transition to a circular economy (CE) remains hindered by the lack of practical strategies that simultaneously secure competitiveness and deliver sustainability outcomes for manufacturing organisations. While circular design is often cited as a cornerstone of CE, its concrete role in driving competitive advantage and organisational transformation remains underexplored. This research examines the crucial role of circular design strategies in enhancing competitiveness and facilitating the transition to a CE within manufacturing organisations. Drawing on 42 in‐depth, semi‐structured interviews across eight leading sustainability‐focused manufacturing enterprises, this study sheds light on the practical implications and theoretical underpinnings of circular design strategies. The findings emphasise the potential of circular design strategies, including reconditioning, modularity, adaptability, standardisation and commonality, to disrupt markets, drive continuous innovation, enhance risk management and prioritise customer‐centric approaches, ultimately enhancing business competitiveness. Simultaneously, these strategies contribute to the circular transition by promoting resource efficiency, cost savings, circular supply chain transformation and waste reduction. This research contributes to practice by highlighting the practical relevance of circular design strategies in achieving sustainability, resilience and competitiveness in the manufacturing sector. Moreover, it enriches the theoretical landscape by elucidating the intricate interplay between circular design strategies, circularity and competitive advantage, offering comprehensive insights into their mutual influence. Ultimately, this study highlights the transformative potential of circular design strategies in shaping sustainable business futures.
向循环经济(CE)的过渡仍然受到缺乏切实可行的战略的阻碍,这些战略既能确保制造组织的竞争力,又能提供可持续性的结果。虽然循环设计经常被认为是CE的基石,但其在推动竞争优势和组织转型方面的具体作用仍未得到充分探讨。本研究考察了循环设计策略在提高竞争力和促进向制造组织内的CE过渡中的关键作用。通过对8家领先的以可持续发展为重点的制造企业进行42次深入的半结构化访谈,本研究揭示了循环设计策略的实践意义和理论基础。研究结果强调了循环设计策略的潜力,包括改造、模块化、适应性、标准化和通用性,以颠覆市场、推动持续创新、加强风险管理和优先考虑以客户为中心的方法,最终提高企业竞争力。同时,这些战略通过提高资源效率、节约成本、循环供应链转型和减少废物,有助于循环转型。本研究通过强调循环设计策略在制造业实现可持续性、弹性和竞争力方面的实际相关性,为实践做出了贡献。此外,它通过阐明循环设计策略、循环性和竞争优势之间错综复杂的相互作用,丰富了理论景观,并对它们的相互影响提供了全面的见解。最后,本研究强调了循环设计策略在塑造可持续商业未来方面的变革潜力。
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引用次数: 0
ESG Performance, Debt Financing, and R&D Output: Evidence From the Healthcare Sector ESG绩效、债务融资和研发产出:来自医疗保健行业的证据
IF 13.4 1区 管理学 Q1 BUSINESS Pub Date : 2026-01-06 DOI: 10.1002/bse.70522
Sarmad Ali, Oriana Ciani, Simone Ghislandi
Amid growing calls for sustainability in the healthcare sector, this study examines how and under what conditions environmental, social, and governance (ESG) performance influences research and development (R&D) output. Although existing studies suggest that ESG performance enhances R&D output, the financial mechanisms that enable or constrain this relationship remain underexplored. We address this gap by theorizing and testing the dual role of debt financing as both a mediator and a moderator in the ESG performance and R&D output relationship within the healthcare sector, where innovation is highly capital‐intensive and socially consequential. Integrating stakeholder theory and agency theory, we argue that ESG performance promotes R&D output through improved access to reputational and financial resources, whereas high debt levels weaken this effect due to agency conflicts. Using panel data from 2016 to 2022 on healthcare firms in Europe and the United States, we estimate our main models using OLS and applying instrumental variable and system GMM techniques as robustness checks to address endogeneity. Our findings show that debt financing partially mediates the ESG–R&D link and negatively moderates it, revealing its ambivalent role. Compared to existing studies, our findings indicate that the effects of ESG performance on R&D output are conditional and context specific, with stronger impacts observed in Europe than in the United States, reflecting institutional conditions such as stricter European Union sustainability reporting frameworks, notably the Corporate Sustainability Reporting Directive (CSRD), along with robust policy incentives and longer term investment horizons. We also find pronounced effects in the biotechnology and pharmaceutical subsectors. This study contributes to theory by bridging competing views on ESG performance and offering a more nuanced understanding of how debt financing shapes the ESG–R&D output relationship.
随着医疗保健行业对可持续发展的呼声越来越高,本研究探讨了环境、社会和治理(ESG)绩效如何以及在什么条件下影响研发(R&;D)产出。尽管现有研究表明,ESG绩效提高了研发产出,但促成或限制这种关系的财务机制仍未得到充分探讨。我们通过理论化和测试债务融资作为ESG绩效和医疗保健部门研发产出关系的中介和调节者的双重作用来解决这一差距,在医疗保健部门,创新是高度资本密集型和社会后果的。整合利益相关者理论和代理理论,我们认为ESG绩效通过改善获得声誉和财务资源的途径来促进研发产出,而由于代理冲突,高债务水平削弱了这种效应。使用2016年至2022年欧洲和美国医疗保健公司的面板数据,我们使用OLS并应用工具变量和系统GMM技术作为鲁棒性检查来评估我们的主要模型,以解决内生性问题。研究结果表明,债务融资在一定程度上调节了企业ESG-R&;D之间的关系,并起到负向调节作用,揭示了其矛盾作用。与现有研究相比,我们的研究结果表明,ESG绩效对研发产出的影响是有条件的和具体的,在欧洲观察到的影响比美国更强,反映了制度条件,如更严格的欧盟可持续发展报告框架,特别是企业可持续发展报告指令(CSRD),以及强有力的政策激励和更长期的投资期限。我们还发现,生物技术和制药分行业的影响也很明显。本研究通过弥合关于ESG绩效的不同观点,并对债务融资如何塑造ESG - r&d产出关系提供更细致的理解,从而为理论做出贡献。
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引用次数: 0
Navigating the ESG Paradox: Strategic Pathways Between Innovation and Washing Under Stakeholder Scrutiny 导航ESG悖论:利益相关者审视下创新与洗涤之间的战略路径
IF 13.4 1区 管理学 Q1 BUSINESS Pub Date : 2026-01-06 DOI: 10.1002/bse.70525
Min‐Jae Lee, Anna Pak, Donghwi (Josh) Seo, Taewoo Roh
As firms increasingly incorporate environmental, social, and governance (ESG) concerns into their strategic agendas, stakeholder legitimacy—an audience‐conferred judgment of organizational appropriateness—has become pivotal. We theorize legitimacy as expanding a hybrid response portfolio in which firms may pursue substantive change (business model innovation [BMI]) alongside symbolic communication that can become ESG washing when disproportionate to operations. Integrating legitimacy, institutional, and signaling perspectives, we argue that institutional pressures allocate effort across these responses rather than forcing an either–or choice. Using a two‐wave survey of South Korean firms ( N = 478), we find that legitimacy generally promotes BMI and deters ESG washing. Regulatory pressure strengthens the legitimacy—BMI link and amplifies the deterrent effect of legitimacy on washing, while normative pressure attenuates both relationships, consistent with a shift toward symbolic compliance. These findings highlight the ethical ambivalence of legitimacy and demonstrate how institutional context shapes ESG behavior. The study contributes to corporate responsibility literature by clarifying when legitimacy drives innovation versus deception and by bridging signaling, legitimacy, and institutional perspectives. We also offer implications for managers balancing ethical responsibility with signaling and for policymakers designing regulations to curb ESG washing.
随着企业越来越多地将环境、社会和治理(ESG)问题纳入其战略议程,利益相关者的合法性——受众对组织适当性的判断——变得至关重要。我们将合法性理论化为扩大混合反应组合,在这种组合中,企业可以追求实质性变革(商业模式创新[BMI]),同时进行象征性沟通,当与运营不成比例时,这种沟通可能成为ESG的“幌子”。综合合法性、制度和信号的观点,我们认为制度压力在这些反应中分配努力,而不是强迫二选一。通过对韩国公司的两波调查(N = 478),我们发现合法性通常会促进BMI并阻止ESG洗涤。监管压力加强了合法性与bmi之间的联系,并放大了合法性对洗涤的威慑作用,而规范压力削弱了这两种关系,这与向象征性顺从的转变是一致的。这些发现突出了合法性的伦理矛盾心理,并展示了制度背景如何塑造ESG行为。该研究通过澄清合法性何时驱动创新与欺骗,并通过连接信号、合法性和制度观点,为企业责任文献做出了贡献。我们还为管理人员平衡道德责任和信号以及政策制定者设计法规以遏制ESG洗涤提供了启示。
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引用次数: 0
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