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Energy Performance of Building Refurbishments: Predictive and Prescriptive AI-based Machine Learning Approaches 建筑翻新的能源性能:基于人工智能的机器学习方法的预测性和规范性
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-20 DOI: 10.1016/j.jbusres.2024.114821

The energy performance (EP) of buildings is critical for European governments to meet their decarbonization targets by 2050. In the context of European Union (EU) policies, which subsidize citizen-led building renovations, it is imperative to ascertain the efficacy of these renovations in significantly enhancing EP. This study relies on six AI-based machine learning (ML) algorithms to identify key predictors and prescribe measures for enhancing post-renovation EP in building refurbishments. The gradient boosting model outperforms the other ML models with an accuracy rate of 84.34 % as the most effective predictive model. Moreover, an analysis of numerous predictors in the experiment showed that implementing modern energy-efficient heating systems, optimizing dwelling characteristics, regular maintenance, investing in high-performance insulation materials, and understanding the dynamics of the occupants were relevant prescriptions for efficient energy-saving strategies. The results should enable market actors to make optimal decisions regarding EP refurbishments.

建筑物的能源性能(EP)对于欧洲各国政府在 2050 年前实现其去碳化目标至关重要。欧盟(EU)的政策为公民主导的建筑改造提供补贴,在此背景下,确定这些改造在显著提高建筑能效(EP)方面的功效势在必行。本研究利用六种基于人工智能的机器学习(ML)算法来识别关键的预测因素,并制定措施来提高建筑翻新后的节能效果。作为最有效的预测模型,梯度提升模型的准确率高达 84.34%,优于其他 ML 模型。此外,对实验中众多预测因素的分析表明,实施现代节能供暖系统、优化住宅特性、定期维护、投资高性能隔热材料以及了解居住者的动态,都是高效节能策略的相关处方。这些结果应能帮助市场参与者就 EP 翻新做出最佳决策。
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引用次数: 0
Digital transformation along the supply chain: Spillover effects from vertical partnerships 供应链的数字化转型:纵向伙伴关系的溢出效应
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-20 DOI: 10.1016/j.jbusres.2024.114842

Insufficient motivation and limited capacity hinder enterprises’ digital transformation. However, research regarding whether an enterprise’s digital transformation benefits from supply chain relationships is scant remains unexplored. From a vertical cooperation perspective, we find that the digital transformation of focal enterprises promotes the digital transformation of upstream and downstream enterprises, with a greater spillover impact on upstream suppliers. The mechanism analysis indicates that the digital transformation of focal enterprises enhances suppliers’ transformation motivation through a reverse driving effect. Moreover, it enhances the suppliers’ transformation ability through knowledge spillover and financing constraint effects, though the latter does not extend to customers. Further study suggests that spillover effects vary across supply chain characteristics. Digital spillovers improve the production-marketing integration and innovation capacity of supply chains. This study provides novel insights into the dynamic interaction of supply chain systems and guides enterprises on utilizing supply chain resources to achieve digital transformation.

动力不足和能力有限阻碍了企业的数字化转型。然而,关于企业的数字化转型是否能从供应链关系中获益的研究还很少。从纵向合作的角度,我们发现焦点企业的数字化转型促进了上下游企业的数字化转型,对上游供应商的溢出影响更大。机理分析表明,焦点企业的数字化转型通过反向驱动效应增强了供应商的转型动力。此外,它还通过知识溢出效应和融资约束效应增强了供应商的转型能力,但后者并没有延伸到客户。进一步的研究表明,溢出效应因供应链特征而异。数字溢出效应提高了供应链的产销一体化和创新能力。这项研究为供应链系统的动态互动提供了新见解,并指导企业利用供应链资源实现数字化转型。
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引用次数: 0
Bridging consumption and work: The effects of thoughts about different types of purchases on job-related motivations 连接消费与工作:不同类型购物的想法对工作相关动机的影响
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-19 DOI: 10.1016/j.jbusres.2024.114835

Consumption and work are two integral aspects of individuals’ lives. This research suggests that merely thinking about different types of purchases (i.e., experiential and material) can influence individuals’ job-related motivations, including preference for big-picture (vs. detail) orientation jobs, the tendency to maximize collective (vs. individual) outcomes, and follower motivations. Through four experiments using various manipulations of purchase-related thoughts, this research demonstrates that thinking about experiential (vs. material) purchases activates a higher level of mental construal, which consequently strengthens individuals’ preference for big-picture (vs. detail) orientation jobs, increases their tendency to maximize collective (vs. individual) outcomes, and enhances their follower motivations when they receive communication messages from a leader who is hierarchically distant. Furthermore, the temporal distance of the purchase-related thoughts moderates the proposed effects, further supporting individuals’ mental construal as the underlying mechanism.

消费和工作是个人生活中不可或缺的两个方面。这项研究表明,仅仅思考不同类型的购买行为(即体验性购买和物质性购买)就会影响个人的工作动机,包括对以大局(与细节)为导向的工作的偏好、集体(与个人)成果最大化的倾向以及追随者动机。本研究通过四项实验,对与购买相关的想法进行了不同的操纵,结果表明,当个体收到来自等级距离较远的领导者的沟通信息时,对体验性(而非物质性)购买的思考会激活更高层次的心理构想,从而增强个体对大局(而非细节)导向工作的偏好,提高他们对集体(而非个人)成果最大化的倾向,并增强他们的追随者动机。此外,与采购相关的想法的时间距离也会调节所提出的效应,从而进一步支持个体的心理构想作为潜在的机制。
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引用次数: 0
Lighting the fire of wisdom following humor: How and when leader humor yields team creativity through team knowledge integration capability 用幽默点燃智慧之火:领导者的幽默如何以及何时通过团队知识整合能力产生团队创造力
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-18 DOI: 10.1016/j.jbusres.2024.114834

Humor is widely seen as a most promising communication tactic, but little is still known about how it works better, especially at the team level. The present study sets out to solve the question by investigating how and when leader humor enhances team creativity. Drawing upon social information processing theory, Study 1 illuminated that leader humor boosted team creativity through improved team knowledge integration capability, particularly in teams with organic structures. In Study 2, we tested the same model but strengthened its field research design by using a more specific scale of leader humor, choosing upper-level managers rather than team leaders as the raters of team creativity, and controlling for transformational leadership and participative leadership, which enables us to further replicate and extend the results of Study 1. These insights contribute to the leader humor literature and offer valuable guidance for managers.

幽默被广泛认为是一种最有前途的沟通策略,但人们对它如何更好地发挥作用,尤其是在团队层面上的作用,仍然知之甚少。本研究旨在通过调查领导者的幽默如何以及何时增强团队创造力来解决这一问题。根据社会信息处理理论,研究 1 发现领导者的幽默可以通过提高团队知识整合能力来提高团队创造力,尤其是在有机结构的团队中。在研究 2 中,我们测试了相同的模型,但通过使用更具体的领导者幽默量表、选择高层管理者而非团队领导者作为团队创造力的评分者,以及对变革型领导和参与型领导进行控制,加强了实地研究设计,从而使我们能够进一步复制和扩展研究 1 的结果。这些见解对领导者幽默文献有所贡献,并为管理者提供了有价值的指导。
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引用次数: 0
Too much of two good things: The curvilinear effects of self-efficacy and market validation in new ventures 两利相权取其重新企业中自我效能和市场验证的曲线效应
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-18 DOI: 10.1016/j.jbusres.2024.114845

Interacting with customers to validate new product offerings is a crucial step in entrepreneurship, yet it requires resources that are limited in new ventures. The issue of when and how entrepreneurs allocate limited resources to acquire market information is new for marketing research, which has mainly focused on the impacts of market information acquisition. This paper investigates how entrepreneurs’ self-efficacy influences resource allocation to acquire market information and how resources allocated to market information acquisition influence new venture performance. Building on social cognitive theory and perceptual control theory, we propose that entrepreneurs with moderate marketing self-efficacy spend the most resources on market information acquisition. Since acquiring market information consumes resources, we hypothesize that a moderate level of market information acquisition is optimal for new venture performance. Regression analyses of a multi-informant three-wave survey with 210 new ventures from Canada, Chile, and China supported our hypotheses. The findings hold important implications for self-efficacy theories, information acquisition research, and lean startup.

与客户互动以验证新产品是创业的关键步骤,但这需要新企业有限的资源。创业者何时以及如何分配有限的资源来获取市场信息,这对市场研究来说是一个新课题,因为市场研究主要关注的是市场信息获取的影响。本文研究创业者的自我效能如何影响获取市场信息的资源分配,以及分配给获取市场信息的资源如何影响新创企业的绩效。基于社会认知理论和知觉控制理论,我们提出中等营销自我效能感的创业者在市场信息获取上花费的资源最多。由于获取市场信息需要消耗资源,我们假设适度的市场信息获取对于新创企业的绩效而言是最佳的。我们对来自加拿大、智利和中国的 210 家新创企业进行了三波多信息调查,回归分析支持了我们的假设。这些发现对自我效能理论、信息获取研究和精益创业具有重要意义。
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引用次数: 0
The more, the better: The influence of overconfident CEOs on their firms’ digital orientation 越多越好:过于自信的首席执行官对企业数字化方向的影响
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-18 DOI: 10.1016/j.jbusres.2024.114809

Adopting a digital orientation (DO) is an essential organizing theme for firms seeking to lay the basis for a digital transformation by defining how to nurture digitalization strategies. Existing literature reveals that CEOs determine resource allocations for digital investments, with few insights into how CEO characteristics influence DO. We address this gap and propose that CEO overconfidence positively relates to a firm’s DO, particularly in industries with low market turbulence and technological dynamism. This study adds to the literature at the intersection of strategic management and information systems by investigating CEO overconfidence as an antecedent of DO and by showing the positive outcomes resulting from the cognitive bias of overconfidence. Our results indicate that environments with low market turbulence and low technological dynamism strengthen the relation between CEO overconfidence and DO. We contribute to the upper echelons perspective by extending the so-far ambiguous findings on the influence of dynamic environments.

对于希望通过确定如何培育数字化战略为数字化转型奠定基础的企业来说,采用数字化导向(DO)是一个必不可少的组织主题。现有文献显示,首席执行官决定着数字化投资的资源分配,但对于首席执行官的特征如何影响数字化导向却鲜有深入研究。我们针对这一空白,提出首席执行官的过度自信与企业的数字化投资呈正相关,尤其是在市场动荡小、技术活力强的行业。本研究通过将首席执行官过度自信作为 DO 的前因进行调查,并展示过度自信的认知偏差所产生的积极结果,为战略管理和信息系统交叉领域的文献增添了新的内容。我们的研究结果表明,市场动荡程度低和技术活力低的环境会加强首席执行官过度自信与经营业绩之间的关系。我们扩展了迄今为止关于动态环境影响的模棱两可的研究结果,从而为高层视角做出了贡献。
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引用次数: 0
Value co-creation in tourism living labs 旅游生活实验室的价值共创
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-18 DOI: 10.1016/j.jbusres.2024.114820

The tourism industry is an ecosystem of suppliers, visitors, residents, destination marketing organizations, and entrepreneurs co-creating valuable experiences. Engagement of relevant actors and their collaboration are critical for innovation in the tourism (service) ecosystem. Living labs facilitate such collaboration in physical and virtual environments through parity-based partnerships among networks of actors. Taking an ecosystem perspective, this study advances the understanding of 1) how living labs can contribute to value co-creation in tourism destinations and 2) the requirements for effective co-creation. The findings from a three-phase mixed-method study with managers and participants of six tourism living labs underscore the relevance of actors, their motivations to engage, and structure for facilitating value co-creation within living labs. Effective co-creation processes lead to network growth and innovation, with resource availability being both a requirement and a perceived benefit of this co-creation.

旅游业是一个由供应商、游客、居民、目的地营销组织和企业家共同创造有价值体验的生态系统。相关参与者的参与和合作对于旅游(服务)生态系统的创新至关重要。生活实验室通过参与者网络之间基于平等的伙伴关系,促进了物理和虚拟环境中的这种合作。本研究从生态系统的角度出发,加深了人们对以下问题的理解:1)生活实验室如何促进旅游目的地的价值共创;2)有效共创的要求。对六个旅游生活实验室的管理者和参与者进行了三阶段混合方法研究,研究结果强调了参与者、他们参与的动机以及促进生活实验室价值共创的结构的相关性。有效的共同创造过程会带来网络增长和创新,而资源的可用性既是共同创造的要求,也是共同创造所能带来的好处。
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引用次数: 0
A meta-analytic investigation into the pay-it-forward phenomenon: The roles of individualism-collectivism and social distance 对 "以物换物 "现象的元分析调查:个人主义-集体主义和社会距离的作用
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-18 DOI: 10.1016/j.jbusres.2024.114822

Pay-it-forward (PIF) behavior ensures virtuous cycles in society, with acts of kindness being passed on from one individual to another. We identify cultural orientation, particularly individualism-collectivism orientation, as a key factor influencing PIF behavior. We extend the literature to examine the interactive effect of individuals’ individualism-collectivism orientations and the social distance between benefactors and beneficiaries on their PIF behaviors. Through a multi-method approach involving meta-analysis, four experimental studies, and an Implicit Association Test, we provide consistent findings that individuals with collectivistic orientations exhibit higher propensities for PIF compared to those with individualistic orientations. Moreover, the effect of social distance on PIF behavior is less pronounced among individuals with collectivistic orientations than for those with individualistic orientations, and the interacting effect is mediated by the strength of reciprocity norms. Theoretical contributions and managerial implications of these findings are discussed.

善有善报(PIF)行为确保了社会的良性循环,使善举从一个人传递到另一个人。我们发现文化取向,尤其是个人主义-集体主义取向,是影响 "以德报怨 "行为的关键因素。我们对文献进行了扩展,研究了个体的个人主义-集体主义取向以及施恩者和受益者之间的社会距离对其 PIF 行为的交互影响。通过荟萃分析、四项实验研究和内隐关联测试等多种方法,我们得出了一致的结论:与个人主义取向的人相比,集体主义取向的人表现出更高的 PIF 倾向。此外,社会距离对 PIF 行为的影响在集体主义取向的个体中没有在个人主义取向的个体中那么明显,而互惠规范的强度则是这种交互影响的中介。本文讨论了这些发现的理论贡献和管理意义。
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引用次数: 0
“Pets make you spend more!” Impact of pet ownership on consumer purchase decisions "宠物让你花更多钱!"养宠物对消费者购买决策的影响
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-17 DOI: 10.1016/j.jbusres.2024.114838

Pet ownership has become increasingly popular, making it important to understand whether and how it affects consumers’ purchase decisions. Using pet ownership as an exogenous shock, we employed a difference-in-differences (DID) method with propensity score matching (PSM) to estimate the effect of pet ownership on consumers’ purchases. We find that pet ownership increases purchases. A laboratory experiment reveals that this effect is induced by enhanced subjective well-being, which boosts impulsive hedonic purchases. Moreover, two follow-up studies show that higher level of emotional support from pet positively affects consumers’ subjective well-being, thus leading to increased purchases. This research is among the first to empirically examine how pet ownership affects consumer purchases. It contributes to understanding subjective well-being, impulsive purchases, and the emotional support pet provides. The findings offer valuable implications for retailers on incorporating pets into marketing and provide insights for e-commerce platforms to optimize personalized recommendation algorithms to boost purchases.

养宠物越来越流行,因此了解养宠物是否以及如何影响消费者的购买决策就显得尤为重要。我们将拥有宠物作为一个外生冲击,采用差分法(DID)和倾向得分匹配法(PSM)来估计拥有宠物对消费者购买行为的影响。我们发现,拥有宠物会增加购买量。一项实验室实验表明,这种效应是由主观幸福感的增强引起的,主观幸福感的增强会促进冲动性的享乐型购买。此外,两项后续研究表明,来自宠物的更高水平的情感支持会对消费者的主观幸福感产生积极影响,从而导致购买量增加。这项研究是首次以实证研究的方式探讨拥有宠物如何影响消费者的购买行为。它有助于理解主观幸福感、冲动性购买和宠物提供的情感支持。研究结果为零售商将宠物纳入市场营销提供了有价值的启示,并为电子商务平台优化个性化推荐算法以促进购买提供了见解。
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引用次数: 0
When people make the difference: A person-organization fit approach in knowledge transfer offices 人的作用与众不同:知识转移办公室的人与组织匹配方法
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-17 DOI: 10.1016/j.jbusres.2024.114843

Knowledge transfer office (KTO) personnel play a crucial role in the success of knowledge transfer processes through their motivation and other individual-level dimensions. Individual-level dimensions have been mostly overlooked when exploring the performance of KTOs. In this paper, we use a person-organization fit (P-OF) lens to explore the supplementary and complementary fit between employees and KTOs. We conducted a comparative case study of six KTOs in Italy with different performance levels. Our findings challenge the positive relationship between P-OF and performance by showing that the existence of P-OF is a necessary condition for performance but is insufficient to make it occur. Indeed, the nature of goals and values (i.e., motivational or hygiene) at the basis of P-OF represents an important aspect in establishing success. Our findings contribute to the knowledge transfer literature by shedding light on the overlooked relationship between P-OF and KTO performance.

知识转移办公室(KTO)人员的积极性和其他个人层面的因素对知识转移过程的成功起着至关重要的作用。在探讨知识转移办公室的绩效时,个人层面的因素大多被忽视。在本文中,我们从个人-组织契合度(P-OF)的角度来探讨员工与知识转移办公室之间的补充和互补契合度。我们对意大利六家具有不同绩效水平的 KTO 进行了案例比较研究。我们的研究结果对 P-OF 与绩效之间的正相关关系提出了质疑,表明 P-OF 的存在是绩效的必要条件,但不足以使绩效发生。事实上,作为 P-OF 基础的目标和价值观(即动机或卫生)的性质是取得成功的一个重要方面。我们的研究结果揭示了被忽视的 P-OF 与知识转让绩效之间的关系,为知识转让文献做出了贡献。
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引用次数: 0
期刊
Journal of Business Research
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