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Predictors of Cultural Intelligence: Automated Machine Learning vs. PLS-SEM 文化智力的预测因素:自动化机器学习与PLS-SEM
IF 4.9 2区 管理学 Q1 MANAGEMENT Pub Date : 2025-07-29 DOI: 10.1016/j.intman.2025.101290
Vas Taras , Marketa Rickley , Ilan Alon , Longzhu Dong , Hilde Malmin
This study applies a dual-method analytical approach combining Automated Machine Learning (AML) and PLS-SEM to investigate the predictors of Cultural Intelligence (CQ), one of the most commonly used constructs in international business (IB) research. Our research seeks to (1) explore a wide range of potential CQ predictors, and (2) demonstrate how AML and PLS-SEM methodologies can complement each other in IB research. Using a large international sample of 58,784 participants from 160 countries, we find that while international experience and personality traits predict CQ as expected, English language proficiency and emotional intelligence also emerge as significant predictors. The methodological comparison confirms that AML excels in exploratory pattern detection and handling complex datasets, while PLS-SEM enables theory testing and structural validation. The integration of both methods yields richer insights than either method alone. Implications for practice and research are discussed, and guidelines for using AML and PLS-SEM in IB research are provided.
本研究采用自动化机器学习(AML)和PLS-SEM相结合的双方法分析方法来研究文化智力(CQ)的预测因素,这是国际商业(IB)研究中最常用的结构之一。我们的研究旨在(1)探索广泛的潜在CQ预测因子,以及(2)证明AML和PLS-SEM方法如何在IB研究中相互补充。通过对来自160个国家的58,784名参与者的大型国际样本的研究,我们发现,虽然国际经验和人格特征可以预测CQ,但英语语言能力和情商也可以作为重要的预测因素。方法比较证实,AML在探索性模式检测和处理复杂数据集方面表现出色,而PLS-SEM则可以进行理论测试和结构验证。两种方法的集成比单独使用任何一种方法产生更丰富的见解。对实践和研究的影响进行了讨论,并提供了在IB研究中使用AML和PLS-SEM的指南。
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引用次数: 0
Knowledge governance in multinational firms: Subsidiary roles amid IPR differences 跨国公司的知识治理:知识产权差异中的子公司角色
IF 4.9 2区 管理学 Q1 MANAGEMENT Pub Date : 2025-07-28 DOI: 10.1016/j.intman.2025.101291
Daniel S. Andrews , Michael H. Wolfesberger , Laurenz Tinhof , Ajai Gaur
This study examines how multinational firms manage decision delegation in foreign subsidiaries amid varying intellectual property rights (IPR) protection. Analyzing data from 401 subsidiaries, we find that the relationship between institutional IPR differences and decision delegation is mediated by subsidiary strategic roles. In environments with weaker IPR protection, corporate parents position subsidiaries toward competence-exploiting roles, emphasizing non-local engagement and internal reliance on supplies. Conversely, in stronger IPR environments, subsidiaries adopt competence-creating roles with greater local knowledge engagement and external supply inflows. These strategic roles subsequently influence decision structures, with competence-creating roles requiring more autonomy and competence-exploiting roles facilitating centralization. This environment-strategy-structure alignment advances theory of how multinational firms design their organization to balance knowledge protection and creation globally.
本研究探讨跨国公司如何在不同的知识产权(IPR)保护下管理海外子公司的决策授权。通过对401家子公司数据的分析,我们发现知识产权制度差异与决策授权之间的关系是由子公司战略角色中介的。在知识产权保护较弱的环境中,企业母公司将子公司定位为能力开发角色,强调非本地参与和对供应的内部依赖。相反,在更强的知识产权环境中,子公司通过更多的本地知识参与和外部供应流入,发挥能力创造的作用。这些战略角色随后影响决策结构,创造能力的角色需要更多的自主权,而开发能力的角色促进了集中化。这种环境-战略-结构的一致性促进了跨国公司如何设计其组织以平衡全球知识保护和知识创造的理论。
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引用次数: 0
Emerging market SMEs' internationalization enablers and their influence on internationalization patterns: The case of Turkish automotive suppliers 新兴市场中小企业的国际化推动因素及其对国际化模式的影响:以土耳其汽车供应商为例
IF 4.9 2区 管理学 Q1 MANAGEMENT Pub Date : 2025-07-10 DOI: 10.1016/j.intman.2025.101281
Hasan Harmanci , Mahmoud Khalik , Jose Godinez
Small and medium-sized enterprises (SMEs) in emerging markets (EMs) are increasingly engaging in internationalization despite facing resource constraints and institutional barriers. However, there is limited understanding of how internationalization enablers influence internationalization patterns in these contexts. We investigate how networks, strategic entrepreneurship, and government support shape the speed, scope, and scale of internationalization among EM SMEs. Analyzing Turkish SMEs in the automotive supplier industry, we adopt a multiple case study approach to examine how they mobilize internal and external enablers under conditions of institutional duality and market volatility. Our findings reveal that institutional and business networks accelerate initial market entry and broaden geographic reach, while social networks play only a marginal role. Strategic entrepreneurship, particularly through frugal innovation, learning, and alliances, enables firms to expand and sustain international operations over time. Government support mechanisms, such as trade fair subsidies and export grants, play a critical role in reducing entry barriers and extending foreign market reach, although their effect on scale remains limited.
新兴市场的中小企业在面临资源限制和制度障碍的情况下,越来越多地参与到国际化进程中来。但是,对于国际化支持程序如何影响这些上下文中的国际化模式的理解有限。我们研究了网络、战略创业和政府支持如何影响新兴市场中小企业国际化的速度、范围和规模。分析汽车供应商行业的土耳其中小企业,我们采用多案例研究方法来研究他们如何在制度二元性和市场波动的条件下调动内部和外部的推动因素。我们的研究结果表明,机构和商业网络加速了最初的市场进入,扩大了地理范围,而社交网络只起着边缘作用。战略企业家精神,特别是通过节俭创新、学习和联盟,使公司能够随着时间的推移扩大和维持国际业务。政府支助机制,例如贸易展览会补贴和出口赠款,在减少进入壁垒和扩大外国市场范围方面发挥关键作用,尽管它们对规模的影响仍然有限。
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引用次数: 0
Emerging methodologies in socio-political risk research: An introduction 社会政治风险研究中的新兴方法论:导论
IF 4.9 2区 管理学 Q1 MANAGEMENT Pub Date : 2025-07-08 DOI: 10.1016/j.intman.2025.101264
Tatiana Lukoianove , Andreea Mihalache-Okeef , Irem Demirkan , Crystal Jiang , Asda Chintakananda , George O. White III
This editorial introduces a special issue (SI) aimed at advancing research on socio-political risk (SPR) and its impact on international business (IB) through methodological innovations. To contextualize the contributions of this SI and shed light on how SPR research has evolved over time, we first examine recent methodological trends in the field. We conducted bibliometric analysis of 829 SPR-related papers published in top management journals between 2019 and 2023 to identify recent changes in the use of methodologies in SPR scholarship. This analysis demonstrates that SPR research had some methodological diversity, relying predominantly on regression analysis, followed by case studies, textual analysis, and discrete choice modeling. Certain methods were used more frequently than others for studying specific types of SPRs. Our findings also revealed dissatisfaction with aggregate measures of SPRs, leading to increased use of content analysis for improving the understanding of SPR's multidimensionality. To address some of these gaps and to take SPR scholarship to the next methodological level, we selected seven pioneering papers for this SI. Two SI papers explain the use of Qualitative Comparative Analysis (QCA) for studying the multifaceted nature and subjectivity of SPR. The SI introduces two novel datasets: one on lobbying for the analyzing corporate political activities of foreign firms in the US and another on nightlights data for SPR analysis. Three innovative measures offered in the SI's papers are especially useful for measuring specific SPR aspects such as nationalistic political rhetoric, grassroots socio-political sentiments, and cross-national information distance. These contributions aim to extend our understanding of SPRs within international management domain by emphasizing the need for methodological pluralism and interdisciplinary approaches when studying SPR.
这篇社论介绍了一个特刊(SI),旨在通过方法创新推进社会政治风险(SPR)及其对国际商业(IB)的影响的研究。为了将这一SI的贡献置于背景下,并阐明SPR研究如何随着时间的推移而演变,我们首先研究了该领域最近的方法趋势。我们对2019年至2023年间发表在顶级管理期刊上的829篇与SPR相关的论文进行了文献计量分析,以确定SPR奖学金中方法使用的最新变化。这一分析表明,SPR研究有一定的方法多样性,主要依赖于回归分析,其次是案例研究、文本分析和离散选择建模。某些方法比其他方法更频繁地用于研究特定类型的SPRs。我们的研究结果还揭示了对SPR的总体度量的不满,导致更多地使用内容分析来提高对SPR多维度的理解。为了解决其中的一些差距,并将SPR奖学金提升到下一个方法论水平,我们为本SI选择了七篇开创性的论文。两篇SI论文解释了使用定性比较分析(QCA)来研究SPR的多面性和主观性。SI引入了两个新的数据集:一个是关于游说的,用于分析外国公司在美国的企业政治活动,另一个是关于夜灯数据,用于分析战略资源。SI的论文中提出的三个创新措施对于衡量特定的战略资源方面特别有用,如民族主义政治言论、基层社会政治情绪和跨国信息距离。这些贡献旨在通过强调在研究特别方案资源时需要方法论多元化和跨学科方法,扩大我们在国际管理领域对特别方案资源的理解。
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引用次数: 0
Environmental strategic role orientations of multinational enterprises: Different shades of green 跨国企业的环境战略角色定位:不同深浅的绿色
IF 4.9 2区 管理学 Q1 MANAGEMENT Pub Date : 2025-07-08 DOI: 10.1016/j.intman.2025.101283
Revti Raman Sharma
The role of multinational enterprises (MNEs) in tackling environmental sustainability challenges is contested. Some MNEs lead and champion environmental sustainability initiatives, while others use greenwashing and exploit pollution havens. We describe these approaches towards environmental sustainability as different ‘shades of green.’ Based on a systematic literature review of 77 articles from 13 international business and strategy journals, we present a dynamic typology and profiles of MNEs' environmental strategic role orientations (ESROs). These ESROs (leader, champion, masquerader, and exploiter) depend on various configurations of green resources and capabilities, and institutional pressures. The developed profiles relate to ESROs' environmental strategy, performance, and disclosures. We also suggest future research opportunities.
跨国企业(MNEs)在应对环境可持续性挑战中的作用是有争议的。一些跨国公司领导和支持环境可持续性倡议,而其他跨国公司则使用绿色清洗并利用污染天堂。我们将这些实现环境可持续性的方法描述为不同的“绿色色调”。基于对来自13家国际商业和战略期刊的77篇文章的系统文献综述,我们提出了跨国公司环境战略角色定位(esro)的动态类型和概况。这些esro(领导者、拥护者、伪装者和剥削者)取决于绿色资源和能力的各种配置以及制度压力。已开发的概况与esro的环境战略、绩效和披露有关。我们也建议未来的研究机会。
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引用次数: 0
Deciphering relocation paths: A systematic literature review of near-shoring and friend-shoring 解读搬迁路径:近岸和友岸的系统文献综述
IF 4.9 2区 管理学 Q1 MANAGEMENT Pub Date : 2025-07-07 DOI: 10.1016/j.intman.2025.101282
Angela da Rocha , Luíza Neves Marques da Fonseca , Clarice Secches Kogut
This study examines how extant literature has addressed the phenomena of near-shoring and friend-shoring. Through a systematic literature review of 51 papers published since the term's first appearance in academic literature to October 2024, it provides (i) an overview of the current state of academic research on the topics, compiling key themes and relevant findings; (ii) a conceptual framework organizing these themes; and (iii) a detailed examination of research gaps and future directions, mainly from an International Business perspective. Therefore, the study's primary contribution is to stimulate scholarly interest in these increasingly significant phenomena, which merit further academic attention.
本研究考察了现有文献是如何解决近岸和朋友岸现象的。通过对自该术语首次出现在学术文献中至2024年10月发表的51篇论文的系统文献综述,提供(1)概述该主题的学术研究现状,汇编关键主题和相关发现;组织这些主题的概念框架;(iii)对研究差距和未来方向的详细检查,主要是从国际商务的角度。因此,该研究的主要贡献是激发对这些日益重要的现象的学术兴趣,这些现象值得进一步的学术关注。
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引用次数: 0
Global connectivity in a world of disruptions 混乱世界中的全球互联互通
IF 4.9 2区 管理学 Q1 MANAGEMENT Pub Date : 2025-07-05 DOI: 10.1016/j.intman.2025.101280
Snehal Awate , Ram Mudambi , Vittoria G. Scalera , Andreas P.J. Schotter
Global connectivity represents a critical enabler of progress as it contributes to the exchange of goods, knowledge, and ideas across organizational and national borders. Technology- and human-based networks are the prime drivers of connectivity. The development of information and communication technologies, together with the movement of people across borders, has dramatically accelerated collaboration on a global scale, fostering innovation, cultural exchange, and economic prosperity. Yet, connectivity is a double-edged sword. The increasing interconnectedness of our world also uncovers the liability of global connections, which renders countries and organizations more vulnerable to disruptions, particularly under certain conditions. We discuss how different forms of connectivity face distinct threats when disruptions occur, depending on the source and predictability of such disruptions. A key pillar of our analysis is the focus on the complex interplay between human and technological factors in shaping our interconnected world and the implications for firms, especially multinational enterprises (MNEs). Carefully analyzing the composite portfolio of connectivity by balancing the technological and human factors is a core strategic requisite to ensure resilience and renewal for MNEs in a complex, interconnected world. We provide a more comprehensive perspective on global connectivity in the international business context to understand the complexities of disruptions. Building on a rich foundation, we offer an agenda outlining new avenues for future research to improve our collective understanding of global connectivity in a world of disruptions.
全球互联互通是进步的关键推动因素,因为它有助于跨越组织和国家边界的商品、知识和思想交流。以技术和人为基础的网络是互联互通的主要驱动力。信息和通信技术的发展,以及人员的跨境流动,极大地加速了全球范围内的合作,促进了创新、文化交流和经济繁荣。然而,互联互通是一把双刃剑。我们这个世界日益紧密的联系也揭示了全球联系的责任,这使得国家和组织更容易受到干扰,特别是在某些情况下。我们讨论了当中断发生时,不同形式的连接如何面临不同的威胁,这取决于此类中断的来源和可预测性。我们分析的一个关键支柱是关注人类和技术因素之间复杂的相互作用,这些因素塑造了我们相互联系的世界,并对公司,特别是跨国企业(MNEs)产生了影响。通过平衡技术和人为因素,仔细分析互联性的综合组合,是确保跨国公司在复杂、互联的世界中恢复力和更新的核心战略必要条件。我们对国际商业背景下的全球连通性提供了更全面的视角,以了解中断的复杂性。在丰富的基础上,我们提出了一个议程,概述了未来研究的新途径,以提高我们对中断世界中全球连通性的集体理解。
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引用次数: 0
Two heads are better than one: Determinants of European MNC's headquarters dispersion in their home region 两个臭皮匠胜过一个诸葛亮:欧洲跨国公司总部分散在本国的决定因素
IF 4.9 2区 管理学 Q1 MANAGEMENT Pub Date : 2025-07-03 DOI: 10.1016/j.intman.2025.101277
Ana Botella Andreu , Katiuscia Lavoratori
This study examines the relationship between the complexity of the international activities of European multinational corporations (MNCs) and the regional dispersion of their headquarters (HQ) systems within their home region. To explore this, we assess both external complexity (related to MNC’ exposure to different markets) and internal complexity (the nature of the value chain and activities carried out by the MNC) and analyze their effects on headquarters dispersion.
Theoretically, we draw on Information Processing Theory, which recognizes that higher value-added activities (e.g., R&D, marketing) are inherently more complex to manage. As a result, strategic responses to this complexity influence the structure of the headquarters system. Our hypotheses are tested using a sample of 554 new foreign HQ investments by European companies. The findings suggest that the level of complexity drives the regional dispersion of headquarters systems.
From an academic standpoint, we operationalize the complexity of multinational corporations, particularly focusing on internal complexity by considering the characteristics of the value chain and subsidiary activities. Additionally, we connect both internal and external complexity at the regional level to the strategic response of headquarters dispersion from an empirical perspective. Finally, our study suggests that following the regionalization of value chains, headquarters may be reorganized geographically, which is also a topic of interest for policymakers.
本研究考察了欧洲跨国公司(MNCs)国际活动的复杂性与其总部(HQ)系统在其本国地区的区域分散之间的关系。为了探讨这一点,我们评估了外部复杂性(与跨国公司在不同市场的暴露有关)和内部复杂性(跨国公司的价值链性质和开展的活动),并分析了它们对总部分散的影响。从理论上讲,我们借鉴了信息处理理论,该理论认识到高附加值的活动(例如,研发,营销)本质上更复杂的管理。因此,对这种复杂性的战略反应影响了总部系统的结构。我们的假设是用554个欧洲公司新投资的外国总部的样本来检验的。研究结果表明,复杂程度推动了总部系统的区域分散。从学术的角度出发,我们对跨国公司的复杂性进行了操作化分析,通过考虑跨国公司价值链和子公司活动的特点,着重分析了跨国公司的内部复杂性。此外,我们从经验的角度将区域层面的内部和外部复杂性与总部分散的战略反应联系起来。最后,我们的研究表明,随着价值链的区域化,总部可能会在地理上进行重组,这也是决策者感兴趣的一个话题。
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引用次数: 0
Politicians' risk aversion and stake-sought in cross-border acquisitions 政治家在跨境收购中的风险规避和股权寻求
IF 4.9 2区 管理学 Q1 MANAGEMENT Pub Date : 2025-06-23 DOI: 10.1016/j.intman.2025.101276
Limin Zhu , Jing Zhao , Jane W. Lu
While scholars have highlighted the significant role of institutions in cross-border acquisition—a key yet high-risk activities in economic globalization, the influence of home country government, particularly the governmental officials, remains less explored. Governmental officials can wield their influence on firms to align corporate actions with their political incentives, which vary according to their career stage. We propose that officials at the end of their terms are more risk-averse and, therefore, tend to discourage high-risk business. Focusing on cross-border acquisitions by Chinese firms, we found that during the one-year period before political turnover, these acquisitions manifest in lower stake sought. Additional analyses suggest that the reduction in the risk level of cross-border acquisitions during political turnover periods varies according to the politician's risk-taking propensity and firms' vulnerability to the politician's influence in their jurisdictions. By highlighting officials' political incentives associated with political turnover, this study provides novel insights into research on cross-border acquisitions in emerging markets.
虽然学者们强调了制度在跨国收购(经济全球化中关键但高风险的活动)中的重要作用,但母国政府,特别是政府官员的影响仍未得到充分探讨。政府官员可以对企业施加影响,使企业行为与他们的政治动机相一致,而他们的政治动机因其职业阶段而异。我们认为,任期即将结束的官员更倾向于规避风险,因此倾向于阻止高风险业务。关注中国企业的跨境收购,我们发现,在政治更替之前的一年里,这些收购表现为寻求更低的股权。其他分析表明,政治更替期间跨境收购风险水平的降低程度因政治家的冒险倾向和公司在其管辖范围内受政治家影响的脆弱性而异。通过强调官员的政治动机与政治更替相关,本研究为新兴市场的跨境收购研究提供了新的见解。
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引用次数: 0
A culturally contingent view of the RBV in SMES internationalization 中小企业国际化中的RBV的文化偶然性视角
IF 4.9 2区 管理学 Q1 MANAGEMENT Pub Date : 2025-06-18 DOI: 10.1016/j.intman.2025.101275
Rachida Aïssaoui , Norbert Sipos , Frances Fabian
This study advances a culturally contingent approach to the resource-based view (RBV) by theorizing how national culture may affect the ways SMEs evaluate their resource endowments before deciding to internationalize. Comparing 1060 SMEs from 4 advanced and 11 emerging and developing economies, and accounting for the SME's national culture, our study departs from universalistic assumptions about the role of resources as a barrier to SME internationalization. SME internationalization research has often emphasized nations' economic status to explain why and when firms expand globally; we demonstrate that its effects are conflated with culture, obscuring critical dynamics in the process. Our findings extend RBV theory by introducing “cultural resource valuation” as a key mechanism, highlighting, for instance, a more nuanced role for networking capabilities in supporting the successful internationalization of SMEs than previously argued. We conclude that both managers and policymakers must recognize this cultural contingency, as Western-derived generalizations may misalign with domestic trade imperatives in diverse contexts. Doing so offers both theoretical nuance and practical guidance for SME internationalization.
本研究通过理论分析民族文化如何影响中小企业在决定国际化之前评估其资源禀赋的方式,提出了一种资源基础观(RBV)的文化偶然性方法。通过比较来自4个发达经济体和11个新兴和发展中经济体的1060家中小企业,并考虑到中小企业的民族文化,我们的研究偏离了普遍认为资源是中小企业国际化障碍的假设。中小企业国际化研究往往强调国家的经济地位,以解释企业为何以及何时进行全球扩张;我们证明其影响与文化相结合,模糊了过程中的关键动态。我们的研究结果扩展了RBV理论,引入了“文化资源评估”作为一种关键机制,例如,突出了网络能力在支持中小企业成功国际化方面比之前认为的更微妙的作用。我们的结论是,管理者和决策者都必须认识到这种文化偶然性,因为西方衍生的概括可能与不同背景下的国内贸易需求不一致。这为中小企业国际化提供了理论依据和实践指导。
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引用次数: 0
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Journal of International Management
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