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Is Organizational Commitment to IT Good for Employees? The Role of Industry Dynamism and Concentration 组织对IT的承诺对员工有好处吗?产业动态与集中的作用
IF 7.3 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-12-01 DOI: 10.25300/misq/2022/16588
A. Engelen, Verena Rieger, M. Wehner, Fabian Heidemann
While research on the consequences of organizational commitment to IT has focused on outcomes of interest to shareholders, such as profitability and firm value, recent research has also considered other stakeholders that might benefit from an increased organizational commitment to IT, especially customers. We extend this line of the literature by investigating the benefits of a firm’s organizational commitment to IT for firms’ employees, a stakeholder group that uses and depends heavily on IT in its daily work. This exploratory study links a firm’s organizational commitment to IT with the nonmonetary employee metrics of job satisfaction and work-life balance and embeds these associations in the industry’s dynamism and concentration. We test our research model with a multi-industry dataset of 523 firms from the S&P 500 (2008-2017 period). Our findings indicate that an organizational commitment to IT may facilitate job satisfaction and work-life balance but only when industry dynamism and industry concentration are low. Additional analyses show that IT commitment’s influence on these outcomes depends on the firm’s commitment to particular IT technologies; for instance, organizational commitments to cloud technology and remote technology are particularly positively associated with work-life balance.
虽然对组织对IT承诺后果的研究主要集中在股东感兴趣的结果上,如盈利能力和公司价值,但最近的研究也考虑了可能从组织对IT的承诺增加中受益的其他利益相关者,尤其是客户。我们通过调查公司对IT的组织承诺对公司员工的好处来扩展这一系列文献,公司员工是一个在日常工作中使用并严重依赖IT的利益相关者群体。这项探索性研究将公司对IT的组织承诺与工作满意度和工作与生活平衡的非货币员工指标联系起来,并将这些关联嵌入到行业的活力和集中度中。我们用标准普尔500指数(2008-2017年)523家公司的多行业数据集测试了我们的研究模型。我们的研究结果表明,组织对IT的承诺可能有助于工作满意度和工作与生活的平衡,但只有在行业活力和行业集中度较低的情况下。其他分析表明,IT承诺对这些结果的影响取决于公司对特定IT技术的承诺;例如,组织对云技术和远程技术的承诺与工作与生活的平衡尤其呈正相关。
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引用次数: 1
Repairing Integrity-Based Trust Violations in Ascription Disputes for Potential E-Commerce Customers 电子商务潜在客户归属纠纷中基于诚信的信任违约修复
IF 7.3 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-12-01 DOI: 10.25300/misq/2022/15679
Honglin Deng, Weiquan Wang, Kai H. Lim
Trust violations of online sellers are widely reported in customer reviews and are often ascribed to the sellers’ lack of integrity. These reported violations reduce potential customers’ trust in the accused sellers, given the critical role of seller integrity in e-commerce. However, accused sellers and buyers often dispute the ascriptions of trust violations (e.g., sellers may argue that a violation is due to their lack of competence instead of their integrity). The trust repair literature has inadequately focused on effective strategies to repair reported integrity-based trust violations in ascription disputes. Drawing upon attribution theory and individuals’ cognitive sensemaking process regarding trust violations, we propose an account-based approach through re-ascription and stability attributions, enabling accused sellers to repair potential customers’ trust in them in the event of such disputes. We theorize the effectiveness of this approach by considering the contingent role of the accused seller’s reputation. The results of our laboratory experiments confirm the effectiveness of our approach in repairing potential customers’ trust for sellers with a high reputation but not for sellers with a low reputation. We further investigate the effectiveness of disclosing substantive amends (i.e., financial compensation) made by the accused seller to the victim as an alternative approach to repairing potential customers’ trust in sellers with a low reputation. The results reveal the significant effects of disclosing substantive amends on repairing potential customers’ trust in the seller, regardless of the seller’s reputation.
网上卖家违反信任的行为在客户评论中被广泛报道,通常被归咎于卖家缺乏诚信。鉴于卖家诚信在电子商务中的关键作用,这些举报的违规行为降低了潜在客户对被指控卖家的信任。然而,被指控的卖家和买家经常对违反信任的归属提出质疑(例如,卖家可能会辩称,违反信任是由于他们缺乏能力,而不是诚信)。信托修复文献没有充分关注修复归属纠纷中报告的基于诚信的信托违规行为的有效策略。根据归因理论和个人对信任违规的认知感知过程,我们提出了一种基于账户的方法,通过重新归因和稳定性归因,使被指控的卖家能够在发生此类纠纷时修复潜在客户对他们的信任。我们通过考虑被指控卖方声誉的偶然作用来推断这种方法的有效性。我们的实验室实验结果证实了我们的方法在修复潜在客户对高信誉卖家的信任方面的有效性,而对低信誉卖家则不然。我们进一步调查了披露被指控卖方向受害者作出的实质性赔偿(即经济赔偿)的有效性,作为修复潜在客户对声誉低下的卖方信任的替代方法。研究结果表明,无论卖方的声誉如何,披露实质性修正对修复潜在客户对卖方的信任都有显著影响。
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引用次数: 0
Discovering Emerging Threats in the Hacker Community: A Nonparametric Emerging Topic Detection Framework 发现黑客群体中的新兴威胁:一个非参数的新兴主题检测框架
IF 7.3 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-12-01 DOI: 10.25300/misq/2022/15642
Weifeng Li, Hsinchun Chen
The prevalence and rapid growth of cybercrime are largely attributed to hacker communities on the dark web, where cybercriminals extensively exchange hacking resources, share hacking knowledge, and organize cyberattacks. Such streams of hacker-generated content constitute an invaluable data source for developing threat intelligence that can inform organizations of cybersecurity risks and facilitate proactive cyber defense. Drawing upon the design science paradigm, we propose a novel nonparametric emerging topic detection (NPETD) framework for detecting emerging topics in streams of hacker-generated content. Our framework extends the state-of-the-art nonparametric topic model to inductively model topics without having to specify the number of topics a priori. Moreover, our framework features an efficient algorithm to jointly infer topics and detect topic emergence. We conducted experiments to rigorously evaluate the effectiveness and efficiency of our framework in comparison with the state-of-the-art baseline methods. Our framework outperformed the baseline methods in detecting the listings of emerging threats in darknet marketplaces on recall, F-measure, topic coherence, and processor time. The practical utility of our framework is further demonstrated in a major hacker forum, where we identified several notable emerging topics with important implications for victim companies and law enforcement. The proposed framework contributes to cybersecurity, topic detection and tracking, and design science.
网络犯罪的普遍性和快速增长在很大程度上归因于暗网上的黑客社区,网络罪犯在那里广泛交换黑客资源,共享黑客知识,并组织网络攻击。这些黑客生成的内容流构成了开发威胁情报的宝贵数据源,可以向组织通报网络安全风险,并促进积极的网络防御。借鉴设计科学范式,我们提出了一种新的非参数新兴主题检测(NPETD)框架,用于检测黑客生成内容流中的新兴主题。我们的框架将最先进的非参数主题模型扩展到对主题进行归纳建模,而不必事先指定主题的数量。此外,我们的框架具有一种有效的算法来联合推断主题和检测主题出现。我们进行了实验,与最先进的基线方法相比,严格评估了我们框架的有效性和效率。我们的框架在检测暗网市场中新出现的威胁列表的召回、F-测量、主题一致性和处理时间方面优于基线方法。我们的框架的实用性在一个主要的黑客论坛上得到了进一步的证明,我们在论坛上确定了几个对受害公司和执法具有重要影响的显著新兴主题。拟议的框架有助于网络安全、主题检测和跟踪以及设计科学。
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引用次数: 1
Deviant Affordances: When Tensions, Deadlocks, and Nonconformance Generate Performance 偏差承受能力:当紧张、死锁和不合格产生性能时
IF 7.3 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-12-01 DOI: 10.25300/misq/2022/14340
Steffi Haag, Andreas Eckhardt, V. Venkatesh
Novel information technologies (ITs), such as mobile devices and third-party cloud services, offer users an increasing variety of action possibilities, i.e., affordances. Organizational IT policies, however, often specify their actualization—i.e., turning those affordances into action—as undesired. Organizations face the challenge that to reach their goals, employees still frequently take advantage of these affordances by using undesired ITs and thereby deviate from IT policies. Although prior work has extensively studied how goal-oriented users actualize affordances that are associated with outcomes that support organizational goals, little attention has been paid to the structures, mechanisms, and conditions underlying affordances that deviate from organizational IT policies. We conceptualize these affordances as deviant affordances. Leveraging the orders of change framework and using a multimethod research design integrating interview and experimental studies, we identify three key mechanisms underlying deviant affordances—i.e., tension, deadlock, and actualization mechanisms—that can link together to produce a deviant outcome supporting both the users’ individual goal and an organizational goal. Our work explains the importance of users’ perceived deadlock in stimulating the generation of deviant outcomes that support organizational goals through improving task, contextual, and innovative job performance.
移动设备和第三方云服务等新型信息技术为用户提供了越来越多的行动可能性,即可供性。然而,组织的IT政策往往将其实现——即将这些可供性转化为行动——指定为不受欢迎的。组织面临的挑战是,为了实现目标,员工仍然经常利用这些可供性,使用不需要的IT,从而偏离IT政策。尽管先前的工作已经广泛研究了面向目标的用户如何实现与支持组织目标的结果相关的可供性,但很少关注偏离组织IT政策的可供理性的结构、机制和条件。我们将这些可供性概念化为偏离可供性。利用变化顺序框架,并使用整合访谈和实验研究的多方法研究设计,我们确定了偏离可供性背后的三个关键机制,即紧张、僵局和实现机制,它们可以联系在一起,产生支持用户个人目标和组织目标的偏离结果。我们的工作解释了用户感知的僵局在刺激产生异常结果方面的重要性,这些结果通过改善任务、情境和创新的工作表现来支持组织目标。
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引用次数: 2
Comparing Competing Systems: An Extension of the Information Systems Continuance Model 竞争系统比较:信息系统连续性模型的扩展
IF 7.3 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-12-01 DOI: 10.25300/misq/2022/12309
Julian Lin, Jiamin Yin, K. Wei, H. Chan, H. Teo
Although individual adoption and use of a single system has been examined extensively, little is known about how people evaluate and compare competing systems. In this paper, we discuss and test three alternative models underlying user comparison of competing systems: separate, crossover effect, and relative comparison processes. The separate comparison process proposes that users develop separate cognitive, affective, and conative evaluations toward each system, and the between-system comparison only occurs at the point of choosing a preferred system. The crossover effect comparison process posits that users not only perform separate evaluations for each system, but also consider the competitive effects when proceeding across cognitive, affective, and conative evaluation stages. In contrast, the relative comparison process postulates that users directly compare competing systems within each of the cognitive, affective, and conative evaluation stages. Based on the IS continuance model, we tested each of these three models using data collected from users of two competing instant messaging systems. Our results showed that the relative comparison process is the most parsimonious and the best model in terms of explaining the mechanisms underlying the comparison of system use by individuals. Theoretical and practical implications are discussed.
尽管对单个系统的个人采用和使用进行了广泛的研究,但人们对如何评估和比较竞争系统知之甚少。在本文中,我们讨论并测试了竞争系统用户比较的三种替代模型:分离、交叉效应和相对比较过程。单独的比较过程提出,用户对每个系统进行单独的认知、情感和认知评价,而系统之间的比较只发生在选择首选系统的时候。交叉效应比较过程假设,用户不仅对每个系统进行单独的评估,而且在跨认知、情感和认知评估阶段进行时还考虑竞争效应。相反,相对比较过程假设用户在认知、情感和认知评估阶段直接比较竞争系统。基于IS连续性模型,我们使用从两个竞争即时消息系统的用户收集的数据对这三个模型中的每一个进行了测试。我们的结果表明,就解释个人系统使用比较的机制而言,相对比较过程是最简约、最好的模型。讨论了理论和实践意义。
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引用次数: 6
The Path of the Righteous: Using Trace Data to Understand Fraud Decisions in Real Time 正义之路:使用跟踪数据实时理解欺诈决策
IF 7.3 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-12-01 DOI: 10.25300/misq/2022/17038
Markus Weinmann, J. Valacich, C. Schneider, Jeffrey L. Jenkins, Martin Hibbeln
Trace data—users’ digital records when interacting with technology—can reveal their cognitive dynamics when making decisions on websites in real time. Here, we present a trace­data method, analyzing movements captured via a computer mouse, to assess potential fraud when filling out an online form. In contrast to existing fraud­detection methods, which analyze information after submission, mouse­movement traces can capture the cognitive deliberations as possible indicators of fraud as it is happening. We report two controlled studies using different tasks, where participants could freely commit fraud to benefit themselves financially. As they performed the tasks, we captured mouse­cursor movement data and found that participants who entered fraudulent responses moved their mouse significantly more slowly and with greater deviation. We show that the extent of fraud matters such that more extensive fraud increases movement deviation and decreases movement speed. These results demonstrate the efficacy of analyzing mouse­movement traces to detect fraud during online transactions in real time, enabling organizations to confront fraud proactively as it is happening at internet scale. Our method of analyzing actual user behaviors in real time can complement other behavioral methods in the context of fraud and a variety of other contexts and settings.
追踪数据——用户在与技术交互时的数字记录——可以实时揭示他们在网站上做出决策时的认知动态。在这里,我们提出了一种跟踪数据方法,分析通过计算机鼠标捕获的运动,以评估填写在线表格时潜在的欺诈行为。与现有的欺诈检测方法(在提交信息后进行分析)相比,鼠标移动痕迹可以捕捉到正在发生的欺诈行为的认知审议作为可能的指标。我们报告了两项使用不同任务的对照研究,参与者可以自由地进行欺诈以获得经济利益。当他们执行任务时,我们捕获了鼠标光标移动的数据,发现输入欺诈性回答的参与者移动鼠标的速度明显更慢,偏差也更大。我们表明,欺诈的程度很重要,因此更广泛的欺诈会增加运动偏差并降低运动速度。这些结果证明了分析鼠标移动轨迹以实时检测在线交易中的欺诈行为的有效性,使组织能够在互联网规模上主动应对欺诈行为。我们实时分析实际用户行为的方法可以在欺诈和各种其他背景和设置的背景下补充其他行为方法。
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引用次数: 8
Just Enough Information? The Contingent Curvilinear Effect of Information Volume on Decision Performance in IS-Enabled Teams 足够的信息?信息量对IS-Enabled团队决策绩效的偶然曲线效应
IF 7.3 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-12-01 DOI: 10.25300/misq/2022/17290
Jeffrey K. Mullins, R. Sabherwal
Information, which is the critical resource provided by information systems (IS), is available in increasing volumes due to rapid technological progress. This causes a tension between the cognitive limitations of individuals and their access to large volumes of information. This tension is important not only for individuals but also for teams, which are increasingly making important organizational decisions. Recognizing this tension, this paper investigates the relationship between information volume and decision performance in IS-enabled teams. We use information processing and schema theories to develop a contextualized theoretical model, wherein information volume has a curvilinear (inverted U-shaped) effect on decision performance, and this effect is moderated by three context-relevant attributes of the team members: computer self-efficacy, computer anxiety, and learning goal orientation. We conducted two complementary studies, with similar experimental contexts and procedures but different types of participants and different tasks. In these studies, 236 individuals in 118 dyads (Study 1) and 200 individuals in 60 small teams (Study 2) made decisions over time using an enterprise resource planning system for a competitive virtual firm in a business simulation. We used objective data on system use and decision outcomes, along with survey data, to test the theoretical model. The two complementary studies find consistent results supporting the curvilinear relationship between information volume and decision performance and find that this relationship is flattened by high computer self-efficacy. Study 1 also supports the hypothesized steepening effects of high computer anxiety and learning goal orientation on the curvilinear relationship. Study 2 does not support these effects of computer anxiety and learning goal orientation but highlights some boundary conditions for them. Together, the studies provide insights into how information volume affects decision performance in IS-enabled teams, and how context-relevant team member attributes moderate this relationship and themselves affect decision performance.
信息是信息系统提供的关键资源,由于技术的快速进步,信息的可用量越来越大。这导致了个人的认知局限性与他们获取大量信息之间的紧张关系。这种紧张关系不仅对个人很重要,对团队也很重要,因为团队正在越来越多地做出重要的组织决策。认识到这种紧张关系,本文研究了信息系统支持团队中信息量与决策绩效之间的关系。我们使用信息处理和图式理论来开发一个情境化的理论模型,其中信息量对决策绩效具有曲线(倒U型)影响,这种影响由团队成员的三个情境相关属性调节:计算机自我效能、计算机焦虑和学习目标定向。我们进行了两项互补的研究,实验背景和程序相似,但参与者类型不同,任务不同。在这些研究中,118个二人组中的236人(研究1)和60个小团队中的200人(研究2)在商业模拟中使用竞争性虚拟公司的企业资源规划系统,随着时间的推移做出决策。我们使用了关于系统使用和决策结果的客观数据,以及调查数据来测试理论模型。这两项互补的研究发现,一致的结果支持信息量和决策绩效之间的曲线关系,并发现这种关系被高计算机自我效能感所压平。研究1还支持了假设的高度计算机焦虑和学习目标定向对曲线关系的陡峭效应。研究2不支持计算机焦虑和学习目标定向的这些影响,但强调了它们的一些边界条件。总之,这些研究深入了解了信息量如何影响支持信息系统的团队的决策绩效,以及与上下文相关的团队成员属性如何调节这种关系及其自身对决策绩效的影响。
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引用次数: 1
Rural-Urban Healthcare Access Inequality Challenge: Transformative Roles of Information Technology 城乡医疗服务获取不平等的挑战:信息技术的变革作用
IF 7.3 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-12-01 DOI: 10.25300/misq/2022/14789
Yu Tong, Chuan-Hoo Tan, C. Sia, Yani Shi, H. Teo
Rural-urban healthcare access inequality refers to a disparity between rural and urban people with severe medical ailments in gaining access to the high-quality healthcare services they need. Although much hope has been pinned on the use of health information technology (HIT) to alleviate this critical and enduring societal challenge, the realized societal impact of HIT is unclear. Anchoring on both social transformation theory and affordance actualization theory, we conducted an in-depth qualitative study with two rounds of data collection in China. In addition to investigating how the societal challenge has triggered transformative HIT interventions, our analysis contributes to a theory on an HIT solution for the rural-urban healthcare access inequality challenge by establishing a link between HIT affordances and HIT interventions. This is done by examining how microlevel HIT effects escalate to macrolevel HIT effects through societal-level affordance actualization, which can affect this healthcare access inequality challenge. Along with providing policy implications on introducing HIT solutions to address intricate and complex societal challenges, this study extends existing theories by revealing the adaptation of the HIT intervention and differentiating the effects of collective and shared affordances.
城乡医疗服务获得不平等是指患有严重医疗疾病的城乡居民在获得所需高质量医疗服务方面的差距。尽管人们寄希望于使用卫生信息技术来缓解这一关键和持久的社会挑战,但卫生信息技术的社会影响尚不清楚。本文以社会转型理论和可供性实现理论为基础,通过两轮国内数据收集,对中国的可供性进行了深入的定性研究。除了调查社会挑战如何引发变革性的HIT干预外,我们的分析还通过建立HIT可负担性和HIT干预之间的联系,为解决城乡医疗保健机会不平等挑战的HIT解决方案提供了理论依据。这是通过研究微观层面的HIT效应如何通过社会层面的可供性实现升级为宏观层面的HIT效应来实现的,这可能会影响这一医疗保健机会不平等的挑战。除了为引入HIT解决方案以应对复杂的社会挑战提供政策启示外,本研究还通过揭示HIT干预的适应性和区分集体可供性和共享可供性的影响来扩展现有理论。
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引用次数: 2
How Green Information Technology Standards and Strategies Influence Performance: Role of Environment, Cost and Dual Focus 绿色信息技术标准和策略如何影响绩效:环境、成本和双重焦点的作用
IF 7.3 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-12-01 DOI: 10.25300/misq/2022/16824
T. Saldanha, Sunil Mithas, J. Khuntia, Jonathan Whitaker, Nigel P. Melville
How do green information technology (IT) standards and organizational strategies jointly influence firms’ environmental sustainability and financial performance? This is an important question, as many firms adopt green IT standards without considering the fit with their organizational strategies and therefore face uncertain or mixed outcomes. We address this question by developing a theory-driven conceptual framework and collecting archival data on green IT standards and green IT organizational strategies from more than 230 firms in India. Our analysis yields two main findings. First, an environment-focused green IT organizational strategy has a stronger positive moderating effect than a cost-focused green IT organizational strategy on the association between green IT standards and sustainability-monitoring capability. Similarly, an environment-focused green IT organizational strategy has a stronger positive moderating effect than a cost-focused green IT organizational strategy on the association between green IT standards and financial profit. Second, a dual-focused green IT organizational strategy positively moderates the association between green IT standards and profit. This study provides a theoretical explanation and empirical evidence to support the salience of green IT standards and complementary organizational strategies in advancing environmental sustainability and financial performance objectives. It also informs managerial decision-making about how firms can choose the appropriate green IT organizational strategy to enhance sustainability-monitoring capability and the financial benefits of green IT standards.
绿色信息技术(IT)标准和组织战略如何共同影响企业的环境可持续性和财务绩效?这是一个重要的问题,因为许多公司在采用绿色IT标准时没有考虑其与组织战略的契合度,因此面临着不确定或喜忧参半的结果。我们通过开发一个理论驱动的概念框架来解决这个问题,并从印度230多家公司收集有关绿色IT标准和绿色IT组织战略的档案数据。我们的分析得出两个主要结论。首先,在绿色IT标准与可持续性监测能力之间的关联方面,以环境为重点的绿色IT组织战略比以成本为重点的环保IT组织战略具有更强的正向调节作用。同样,在绿色IT标准与财务利润之间的关系上,以环境为重点的绿色IT组织战略比以成本为重点的环保IT组织战略具有更强的正向调节作用。其次,双重关注的绿色IT组织战略积极调节了绿色IT标准与利润之间的关联。本研究提供了理论解释和实证证据,支持绿色IT标准和互补组织战略在推进环境可持续性和财务绩效目标方面的突出作用。它还为管理决策提供信息,说明企业如何选择适当的绿色It组织战略,以提高可持续性监测能力和绿色It标准的财务效益。
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引用次数: 3
Are Foreign and Domestic Information Technology Professionals Complements or Substitutes? 国内外信息技术专业人员是互补还是替代?
IF 7.3 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-12-01 DOI: 10.25300/misq/2022/16202
Sunil Mithas, Yanzhen Chen, Che-Wei Liu, Kunsoo Han
The globalization of work raises important questions related to the employment of workers across geographies and how the complementarity or substitution of workers across country borders influences firm profitability. In particular, tension often exists regarding the substitution or complementarity of workers located outside the U.S. or within the U.S. for American firms. We investigate this question in the context of information technology (IT) professionals and assess how domestic and foreign IT professionals contribute to firm profit by utilizing a rare firm-level dataset with information on the locational composition of IT professionals within and outside the U.S. Exploiting a labor market supply-side exogenous shock induced by the American Competitiveness in the Twenty-First Century Act (AC21), which increased the availability of H-1B visas in the U.S. in 2001, we find that foreign IT professionals located offshore and American IT professionals located onshore complement each other in generating profits. Our model and empirical findings are important both for informing firm choices and for shaping and creating public policies that so far appear to have been informed more by emotion than by data and science.
工作全球化提出了与跨地区工人就业有关的重要问题,以及跨国界工人的互补性或替代性如何影响公司盈利能力。特别是,美国公司在美国境外或美国境内员工的替代或互补问题上经常存在紧张关系。我们在信息技术(IT)专业人员的背景下调查了这个问题,并通过利用一个罕见的公司级数据集来评估国内外IT专业人员如何为公司利润做出贡献,该数据集包含美国内外IT专业人员的位置组成信息2001年,《二十一世纪法案》(AC21)增加了美国H-1B签证的可用性,我们发现,位于海外的外国IT专业人员和位于国内的美国IT专业人员在创造利润方面相辅相成。我们的模型和实证结果对于为企业选择提供信息以及制定和制定公共政策都很重要,迄今为止,公共政策似乎更多地是由情感而非数据和科学提供信息。
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引用次数: 1
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