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Impact of Text Diversity on Review Helpfulness: A Topic Modeling Approach 文本多样性对复习有用性的影响:一种主题建模方法
Q2 Computer Science Pub Date : 2022-01-01 DOI: 10.28945/4922
Lusi Li, Liuliu Fu, Wenlu Zhang
Aim/Purpose: In this study, we aim to investigate the impact of an important characteristic of textual reviews – the diversity of the review content on review helpfulness. Background: Consumer-generated reviews are an essential format of online Word-of-Month that help customers reduce uncertainty and information asymmetry. However, not all reviews are equally helpful as reflected by the varying number of helpfulness votes received by reviews. From consumers’ perspective, what kind of content is more effective and useful for making purchase decisions is unclear. Methodology: We use a data set consisting of consumer reviews for laptop products on Amazon from 2014 to 2018. A topic modeling technique is implemented to unveil the hidden topics embedded in the reviews. Based on the extracted topics, we compute the text diversity score of each review. The diversity score measures how diverse the content in a review is compared to other reviews. Contribution: In the literature, studies have examined various factors that can influence review helpfulness. However, studies that emphasized the information value of textual reviews are limited. Our study contributes to the extant literature of online word-of-mouth by establishing the connection between the diversity of the review content and consumer perceived helpfulness. Findings: Empirical results show that text diversity plays an important role in consumers’ evaluation of whether the review is helpful. Reviews that contain more diverse content tend to be more helpful to consumers. Moreover, we find a negative interaction effect between text diversity and the text depth. This result suggests that text depth and text diversity have a substitution effect. When a review contains more in-depth content, the impact of text diversity is weakened. Recommendations for Practitioners: For consumers to quickly find the informative reviews, platforms should incorporate measures such as text diversity in the ranking algorithms to rank consumer reviews. Future Research: Future study can extend the current research by examine the impact of text diversity for experienced goods and compare the results with search goods.
目的:在本研究中,我们旨在探讨文本评论的一个重要特征-评论内容的多样性对评论有用性的影响。背景:消费者生成的评论是在线月词的基本形式,可以帮助客户减少不确定性和信息不对称。然而,并不是所有的评论都有同样的帮助,正如评论收到的不同数量的有益投票所反映的那样。从消费者的角度来看,什么样的内容对购买决策更有效、更有用还不清楚。方法:我们使用的数据集包括2014年至2018年亚马逊笔记本电脑产品的消费者评论。实现了主题建模技术,以揭示嵌入在评论中的隐藏主题。基于提取的主题,我们计算每个评论的文本多样性分数。多样性分数衡量的是与其他评论相比,评论内容的多样性。贡献:在文献中,研究调查了影响复习有用性的各种因素。然而,强调文本评语信息价值的研究并不多见。我们的研究通过建立评论内容的多样性与消费者感知的有用性之间的联系,为现有的网络口碑文献做出了贡献。研究发现:实证结果表明,文本多样性在消费者评价评论是否有用的过程中起着重要作用。内容越丰富的评论对消费者越有帮助。此外,我们发现文本多样性与文本深度之间存在负交互效应。该结果表明,文本深度和文本多样性具有替代效应。当一篇综述包含更深入的内容时,文本多样性的影响就会减弱。对从业者的建议:为了让消费者快速找到信息丰富的评论,平台应该在排名算法中纳入诸如文本多样性之类的措施,以对消费者的评论进行排名。未来研究:未来研究可以在现有研究的基础上,进一步研究文本多样性对体验商品的影响,并将结果与搜索商品进行比较。
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引用次数: 2
Adoption of Mobile Commerce and Mobile Payments in Ghana: An Examination of Factors Influencing Public Servants 加纳采用移动商务和移动支付:对公务员影响因素的考察
Q2 Computer Science Pub Date : 2022-01-01 DOI: 10.28945/4981
Albert Akanlisikum Akanferi, Isaac Asampana, Akwetey Henry Matey, Hannah Ayaba Tanye
Aim/Purpose: Mobile commerce adoption is low in developing countries; hence, public servants may not consider mobile commerce and mobile payments. Understanding the factors that influence mobile commerce and mobile payments in their context will aid in promoting those services. Background: The study investigates the factors that influence public servants’ mobile commerce and mobile payments in Ghana. Hence, it provides some understanding of the various aspects of mobile commerce and mobile payments adoption, such as acceptance, use, and eventual adoption into the user’s daily life, and how that affects their behaviour. Methodology: The research was conducted by surveying the factors influencing public servants’ adoption of mobile commerce and payments in Ghana. A cross-sectional survey was undertaken to put the research model to the test to measure the constructs and their relationships. Contribution: The study confirmed previous findings and created a new conceptual model for mobile commerce and mobile payment adoption and usage in the Ghanaian context. Findings: The variables of performance expectancy, trust, and facilitating conditions have a significant positive influence on behavioural intention. The factors of effort expectation and social influence have a significant negative impact. Price value and perceived reliability are latent variables that do not affect behavioural intention. Behavioural intention and facilitating conditions significantly influence the actual use behaviour of mobile commerce and mobile payment users. Recommendations for Practitioners: Mobile commerce is emerging as a new mode of transactions, with firms providing enabling platforms for users. Mobile commerce could become the most acceptable application for the next generation of mobile platform applications. This study offers insights into the fluidity of the mobile environment, with implications that spell out what will be effective mobile commerce services that will continue to be relevant. Mobile applications are attractive to people because they provide a better user experience. These mobile applications have been optimised to provide a fast, easy and delightful experience. Mobile commerce and mobile payment service providers can attract and retain more users if attention is paid to performance expectancy, trust, and facilitating conditions since they influence individuals’ decisions to adopt. Mobile technology is almost ubiquitous, influencing both online sales and in-store sales. With the right mobile commerce platform and features, businesses can expect to increase in-store and online sales, catering to a more extensive clientele. Mobile devices are the primary means that most customers use to look up information about products they see in stores, such as product reviews and pricing options. This study indicates that mobile commerce service providers can achieve a more extensive customer base by promoting performance expectancy, trust, and behavioural
目标/目的:发展中国家的移动商务采用率较低;因此,公务员可能不会考虑移动商务和移动支付。了解影响移动商务和移动支付的因素将有助于推广这些服务。背景:本研究调查了加纳公务员移动商务和移动支付的影响因素。因此,它提供了对移动商务和移动支付采用的各个方面的一些理解,例如接受,使用和最终采用到用户的日常生活中,以及这如何影响他们的行为。研究方法:本研究通过调查加纳公务员采用移动商务和支付的影响因素进行。横断面调查进行了把研究模型的测试,以衡量结构和他们的关系。贡献:该研究证实了之前的发现,并为加纳的移动商务和移动支付的采用和使用创造了一个新的概念模型。研究发现:绩效期望、信任和促进条件对行为意愿有显著的正向影响。努力期望因素和社会影响因素具有显著的负向影响。价格价值和感知可靠性是不影响行为意愿的潜在变量。行为意愿和便利条件显著影响移动商务和移动支付用户的实际使用行为。对从业者的建议:移动商务正在成为一种新的交易模式,公司为用户提供了有利的平台。移动商务可能成为下一代移动平台应用中最容易被接受的应用。这项研究为移动环境的流动性提供了深刻的见解,并揭示了什么是有效的移动商务服务,将继续相关。移动应用之所以对人们有吸引力,是因为它们提供了更好的用户体验。这些移动应用程序已经优化,以提供快速,简单和愉快的体验。如果关注绩效预期、信任和便利条件,移动商务和移动支付服务提供商可以吸引和留住更多的用户,因为它们会影响个人的采用决策。移动技术几乎无处不在,影响着在线销售和实体店销售。有了合适的移动商务平台和功能,企业可以期望增加店内和在线销售,迎合更广泛的客户。移动设备是大多数顾客在商店里查找产品信息的主要手段,比如产品评论和定价选项。本研究表明,移动商务服务提供商可以通过提高绩效预期、信任和行为意愿来获得更广泛的客户群。对研究人员的建议:尽管在移动商务文献中有大量的研究,但很少有人使用感知可靠性、信任和价格价值的集成模型或方法来评估新兴移动商务行业中的这些因素。此外,它结合了移动商务和移动支付,这是我们所知道的很少有人做过的。对社会的影响:加纳已经处于现金生活经济中。因此,该研究是适当的,信任是一个重要因素的结果。这意味着,人们将开始使用移动商务和移动支付,并有一点动力来快速实现这一动力。未来研究:未来的研究可以在年龄、性别和教育程度等调节因素的影响下,进一步测试调整后的模型,以更深入地研究移动商务和移动支付的复杂性。
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引用次数: 1
The Effect of Visual Appeal, Social Interaction, Enjoyment, and Competition on Mobile Esports Acceptance by Urban Citizens 视觉吸引力、社会互动、享受和竞争对城市居民接受移动电子竞技的影响
Q2 Computer Science Pub Date : 2022-01-01 DOI: 10.28945/5045
Nufri Wilis, L. Manik
Aim/Purpose: This study investigated a model of mobile esports acceptance among urban citizens based on an extended Technology Acceptance Model (TAM). Background: Currently, esports are increasingly popular and in demand by the public. Supported by the widespread development of mobile devices, it has become an interactive market trend to play games in a new model, mobile esports. Methodology: This study collected data from 400 respondents and analyzed it using partial least squares-structural equation modeling (PLS-SEM). Contribution: This study addresses two research gaps. The first gap is limited esports information systems studies, particularly in mobile esports acceptance studies. The second gap is limited exploration of external variables in online gaming acceptance studies. Thus, this study proposed a TAM extended model by integrating the TAM native variables with other external variables such as visual appeal, enjoyment, social interaction, and competition to explore mobile esports acceptance by urban citizens. Findings: Nine hypotheses were accepted, and four were rejected. The visual appeal did not affect the acceptance. Meanwhile, social interaction and enjoyment significantly affected both perceived ease of use and usefulness. However, perceived ease of use surprisingly had an insignificant effect on attitude toward using mobile esports. Moreover, competition significantly affected the acceptance, particularly on perceived usefulness. Recommendations for Practitioners: Fresh and innovative features, such as new game items or themes, should be frequently introduced to enhance players’ continued enjoyment. Moreover, mobile esports providers should offer a solid platform to excite players’ interactions to increase the likelihood that users feel content. On the other hand, the national sports ministry/agency or responsible authorities should organize many esports competitions, big or small, to search for new talents. Recommendation for Researchers: Visual appeal in this study did not influence the perceived ease of use or usefulness. However, it could affect enjoyment. Thus, it would be worth revisiting the relationship between visual appeal and enjoyment. At the same time, perceived ease of use is a strong driver for the continued use of most online games, but not in this study. It could indicate significant differences between mobile esports and typical online games, one of which is the different purposes. Users might play online games for recreational intention, but players would use mobile esports to compete, win, or even get monetary rewards. Therefore, although users might find mobile esports challenging and hard to use, they tend to keep playing it. Thus, monetary rewards could be considered a determinant of the continuation of use. Impact on Society: Nowadays, users are being paid for playing games. It also would be an excel-lent job if they become professional esports athletes. This study investigated factors that could af
目的:本研究基于扩展的技术接受模型(TAM)研究城市居民对移动电子竞技的接受度模型。背景:目前,电子竞技越来越受欢迎,并受到公众的需求。在移动设备广泛发展的支持下,以一种新的模式——移动电竞——来玩游戏已经成为一种互动的市场趋势。方法:本研究收集了400名受访者的数据,并使用偏最小二乘结构方程模型(PLS-SEM)进行分析。贡献:本研究解决了两个研究空白。第一个缺口是有限的电子竞技信息系统研究,特别是在移动电子竞技接受度研究方面。第二个缺口是对网络游戏接受度研究中外部变量的有限探索。因此,本研究提出了一个TAM扩展模型,将TAM本地变量与其他外部变量(如视觉吸引力、享受、社会互动和竞争)相结合,以探索城市居民对移动电子竞技的接受程度。结果:9个假设被接受,4个假设被拒绝。视觉上的吸引力并没有影响接受度。同时,社交互动和享受显著影响感知易用性和有用性。然而,令人惊讶的是,易用性对使用手机电子竞技的态度的影响并不显著。此外,竞争显著影响接受度,特别是感知有用性。对从业者的建议:应该经常引入新鲜和创新的功能,如新的游戏道具或主题,以增强玩家的持续乐趣。此外,移动电子竞技提供商应该提供一个可靠的平台来激发玩家的互动,以增加用户感受到内容的可能性。另一方面,国家体育部/机构或主管部门应该组织许多或大或小的电子竞技比赛,以寻找新的人才。给研究人员的建议:在这项研究中,视觉吸引力并不影响感知的易用性或有用性。然而,它可能会影响享受。因此,我们有必要重新审视视觉吸引力和乐趣之间的关系。与此同时,易用性是大多数在线游戏持续使用的强大驱动力,但在本研究中并非如此。这可能表明移动电子竞技与典型的在线游戏之间存在显著差异,其中之一就是目的不同。用户玩在线游戏可能是出于娱乐目的,但玩家会使用手机电子竞技来竞争、获胜,甚至获得金钱奖励。因此,尽管用户可能会发现手机电子竞技具有挑战性且难以使用,但他们倾向于继续玩下去。因此,金钱奖励可以被认为是继续使用的决定因素。对社会的影响:如今,用户是通过玩游戏来付费的。如果他们成为职业电子竞技运动员,这也是一份很好的工作。本研究调查了可能影响移动电子竞技持续使用的因素。与其他工作一样,长期专业地玩游戏可能会让玩家感到乏味和疲惫。因此,负责任的各方,如移动电子竞技提供商或政府,可以使用这项研究的建议来促进玩家的积极行为。如果他们喜欢这份工作,他们就不会喜欢工作,仍然会把玩手机电竞当成一种爱好。从长远来看,如果运动员能在著名的比赛中获得冠军,他们也可以让一个国家的社会感到骄傲。未来研究:将需要更大的样本量来推广结果,例如对一个国家。如果样本是系统随机的,这也是可取的。未来的工作还应该调查其他移动电子竞技是否也能获得同样的结果。此外,为了扩展我们的知识并加深我们对影响移动电子竞技采用的变量的理解,后续研究可以基于系统功能和调节效应的特征来研究其他移动电子竞技的可接受性。最后,纵向数据收集方法被建议用于未来的研究,因为行为可以随着时间的推移而改变。
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引用次数: 1
The Impacts of KM-Centred Strategies and Practices on Innovation: A Survey Study of R&D Firms in Malaysia 以知识为中心的战略和实践对创新的影响:对马来西亚研发企业的调查研究
Q2 Computer Science Pub Date : 2022-01-01 DOI: 10.28945/4892
Chin Wei Chong, Yee Yen Yuen
Aim/Purpose: The aim of this paper is to examine the influences of KM-centred strategies on innovation capability among Malaysian R&D firms. It also deepens understanding of the pathways and conditions to improve the innovation capability by assessing the mediating role of both KM practices, i.e., knowledge exploration practices, and knowledge exploitation practices. Background: Knowledge is the main organisational resource that is able to generate a competitive advantage through innovation. It is a critical success driver for both knowledge exploration and exploitation for firms to achieve sustainable competitive advantages. Methodology: A total of 320 questionnaires were disseminated to Malaysian R&D firms and the response rate was 47 percent. The paper utilised structural equation modelling and cross-sectional design to test hypotheses in the proposed research model. Contribution: This paper provides useful information and valuable initiatives in exploring the mediating role of knowledge exploration and knowledge exploitation in influencing innovation in Malaysian R&D firms. It helps R&D firms to frame their KM activities to drive the capability of creating and retaining a greater value onto their core business competencies. Findings: The findings indicate that all three KM-centred strategies (leadership, HR practices, and culture) have a direct effect on innovation. In addition, KM exploration practices mediate HR practices on innovation while KM exploitation mediates both leadership and HR practices on innovation. Recommendations for Practitioners: This paper serves as a guide for R&D managers to determine the gaps and appropriate actions to collectively achieve the desired R&D results and national innovation. It helps R&D firms frame their KM activities to enhance the capability of creating and retaining a greater value to their core business competencies. Recommendation for Researchers: This paper contributes significantly to knowledge management and innovation research by establishing new associations among KM-centred strategies, i.e., leadership, HR practices, and culture, both KM practices (knowledge exploration and knowledge exploitation), and innovation. Impact on Society: This paper highlights the important role of knowledge leaders and the practice of effective HR practices to help R&D firms to create a positive environment that facilitates both knowledge exploration and knowledge exploitation in enhancing innovation capabilities. Future Research: Further research could use a longitudinal sample to examine relationships of causality, offering a more comprehensive view of the effect of KM factors on innovation over the long term. Future research should also try to incorporate information from new external sources, such as customers or suppliers.
目的/目的:本文的目的是研究以km为中心的战略对马来西亚研发企业创新能力的影响。通过评估知识探索实践和知识利用实践对创新能力提升的中介作用,加深了对创新能力提升途径和条件的认识。背景:知识是能够通过创新产生竞争优势的主要组织资源。知识创新是企业获取可持续竞争优势的关键成功驱动力。方法:共向马来西亚研发企业发放320份问卷,回复率为47%。本文利用结构方程模型和横截面设计来检验所提出的研究模型中的假设。贡献:本文为探索知识探索和知识利用在影响马来西亚研发企业创新中的中介作用提供了有用的信息和有价值的举措。它帮助研发公司构建他们的知识管理活动,以推动他们的核心业务能力创造和保持更大的价值。研究发现:研究结果表明,所有三种以千米为中心的战略(领导力、人力资源实践和文化)对创新都有直接影响。此外,知识管理探索实践对人力资源实践对创新的中介作用,知识管理开发实践对领导和人力资源实践对创新的中介作用。对从业者的建议:本文为研发管理者确定差距和适当的行动提供指导,以共同实现预期的研发成果和国家创新。它帮助研发公司构建知识管理活动,以增强其核心业务竞争力的创造和保持更大价值的能力。对研究人员的建议:本文通过建立以知识管理为中心的战略(即领导力、人力资源实践和文化)、知识管理实践(知识探索和知识利用)和创新之间的新联系,对知识管理和创新研究做出了重大贡献。对社会的影响:本文强调了知识领导者和有效的人力资源实践在帮助研发企业创造有利于知识探索和知识利用的积极环境中提高创新能力的重要作用。未来研究:进一步的研究可以使用纵向样本来检验因果关系,为知识管理因素对创新的长期影响提供更全面的观点。未来的研究还应尝试纳入来自新的外部来源的信息,如客户或供应商。
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引用次数: 0
Human Resource Management and Humanitarian Operations Performance: A Case Study of Humanitarian Organizations in Malaysia 人力资源管理与人道主义行动绩效:马来西亚人道主义组织的个案研究
Q2 Computer Science Pub Date : 2022-01-01 DOI: 10.28945/4972
Zeti Suzila Mat Jusoh, N. Hassan, Mazlan Hassan, H. Hashim
Aim/Purpose: This research aims to analyze the effect of human resource management on humanitarian operations performance, using humanitarian organizations in Malaysia as a case. Background: Humanitarian organizations need to develop and continue effective on-the-job human resource management, such as training and development and managing employee performance to enhance the performance of their humanitarian operations. Methodology: The sampling technique that was conducted is probability sampling. In particular, the technique is called stratified sampling. This technique is chosen because it is involving the division of a population into a smaller group, called “strata”. The questionnaire survey was distributed to humanitarian organizations in Malaysia to collect research data, and PLS-SEM analysis was conducted to validate the conceptual model. Contribution: This research focuses on the effect of human resource management on humanitarian operations performance in humanitarian organizations with consistent training to ensure successful humanitarian operations. Findings: The results of PLS-SEM analysis confirmed that Training and Employee Development, Recruitment and Employee Selection, and Communicative Management Style are significantly correlated with humanitarian operations performance, giving 75.7% variations which means that these human resource management are critical factors for increasing humanitarian operations performance in Malaysian humanitarian organizations. Recommendations for Practitioners: This research will enhance humanitarian operations performance for humanitarian organizations, in-line policies outlined under the Malaysia National Security Council Directive No. 20, and benefit the field of disaster management. Recommendation for Researchers: This research can be used by the authorized individual involved in humanitarian operations to satisfy the needs of the victims, which ultimately contributes to the performance of these humanitarian organizations. Impact on Society: This research highlighted the human resource management that is vital for humanitarian organizations, which will increase humanitarian operations performance in an organization. Future Research: This study is conducted in the context of humanitarian organizations in Malaysia. It is unclear whether the key findings of this study can be generalized. Therefore, it is suggested that, in future research, the current research model should be extended to include different countries for validation.
目的/目的:本研究旨在分析人力资源管理对人道主义行动绩效的影响,以马来西亚人道主义组织为例。背景:人道主义组织需要发展和持续有效的在职人力资源管理,例如培训和发展以及管理员工绩效,以提高其人道主义行动的绩效。方法:采用概率抽样方法。具体来说,这种技术被称为分层抽样。之所以选择这种技术,是因为它涉及到将人口划分为一个更小的群体,称为“阶层”。通过对马来西亚人道主义组织进行问卷调查,收集研究数据,并进行PLS-SEM分析,验证概念模型。贡献:本研究侧重于人道主义组织中人力资源管理对人道主义行动绩效的影响,通过持续的培训来确保人道主义行动的成功。研究结果:PLS-SEM分析结果证实,培训和员工发展、招聘和员工选择以及沟通管理风格与人道主义行动绩效显著相关,差异为75.7%,这意味着这些人力资源管理是提高马来西亚人道主义组织人道主义行动绩效的关键因素。对从业者的建议:这项研究将提高人道主义组织的人道主义行动绩效,符合马来西亚国家安全委员会指令第20号规定的政策,并有利于灾害管理领域。研究人员建议:本研究可以被参与人道主义行动的授权个人使用,以满足受害者的需求,最终有助于这些人道主义组织的绩效。对社会的影响:本研究强调了人力资源管理对人道主义组织至关重要,这将提高组织的人道主义行动绩效。未来研究:本研究是在马来西亚人道主义组织的背景下进行的。目前尚不清楚这项研究的主要发现是否可以推广。因此,建议在未来的研究中,将现有的研究模型扩展到不同的国家进行验证。
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引用次数: 0
Traits Contributing to the Promotion of the Individual’s Continuance Usage Intention and Perceived Value of M-University Services 促进流动大学服务的个人持续使用意愿和感知价值的特征
Q2 Computer Science Pub Date : 2022-01-01 DOI: 10.28945/4984
Ashraf Ahmed Fadelelmoula
Aim/Purpose: This study aims to examine the roles of key traits of m-university services and their users in promoting two crucial post-adoption outcomes of these services; namely, continuance usage intention and perceived value. Background: M-university (i.e., a university providing services via mobile technologies) has gained a great interest in the higher education sector as a driver of new business models and innovative service offerings. However, its assessment has been greatly overlooked, especially in evaluating the factors that drive the stakeholders’ continuance intention to use it and the determinants of its post-adoption perceived value. Consequently, research efforts undertaking such assessment facets empirically are highly required. Methodology: An integrated research model that enables such assessment was developed and evaluated using a quantitative research methodology. Accordingly, data were collected using a formulated closed-ended survey questionnaire. The target population consisted of the academic staff of a Saudi public university that has witnessed an extensive adoption of m-university services. The obtained data (i.e., 207 fully completed responses) were evaluated using the structural equation modeling approach. Contribution: To the best of our knowledge, this is the first study that gains the chance to provide the research community and m-service providers with new knowledge and understanding about the predictors that drive the continuance usage intention and value of m-university services. Findings: The findings showed that all of the examined traits of m-university services and their users (i.e., reliability, usability, customization, self-efficacy, and involvement) are having positive roles in promoting the continuance intention to use these services, while only two traits (i.e., reliability and involvement) contribute significantly to augmenting the perceived value. Recommendations for Practitioners: The study recommends developing effective design and implementation specifications that strengthen the contributions of the examined traits in the post-adoption stage of m-university services. Recommendation for Researchers: Further studies should be devoted to addressing the notable need to assess the factors influencing the adoption of m-university services, as well as to explore which ones are having significant roles in the attainment of post-adoption outcomes. Impact on Society: The empirical insights provided by the present study are essential for both university stakeholders and mobile service providers in their endeavors to improve the key aspects of the anticipated post-adoption outcomes of the provided services. Future Research: Further empirical investigations are needed to examine the roles of more m-university services and user traits in achieving a broad range of post-adoption outcomes of such services.
目的/目的:本研究旨在考察移动大学服务的关键特征及其用户在促进这些服务采用后的两个关键结果中的作用;即持续使用意图和感知价值。背景:移动大学(即通过移动技术提供服务的大学)作为新商业模式和创新服务的驱动力,在高等教育领域获得了极大的兴趣。然而,它的评估被极大地忽视了,特别是在评估驱动利益相关者继续使用它的意图的因素和其采用后感知价值的决定因素方面。因此,高度需要在经验方面进行此类评估的研究工作。方法:采用定量研究方法开发和评价了能够进行这种评估的综合研究模型。因此,使用拟定的封闭式调查问卷收集数据。目标人群由一所沙特公立大学的学术人员组成,该大学见证了移动大学服务的广泛采用。使用结构方程建模方法对获得的数据(即207个完全完成的响应)进行评估。贡献:据我们所知,这是第一次有机会为研究界和移动服务提供商提供关于驱动移动大学服务持续使用意愿和价值的预测因素的新知识和理解的研究。研究结果表明,移动大学服务及其用户的所有特征(可靠性、可用性、定制化、自我效能感和参与性)都对移动大学服务的持续使用意愿有积极的促进作用,而只有可靠性和参与性两个特征对感知价值的增加有显著的促进作用。对从业者的建议:该研究建议制定有效的设计和实施规范,以加强所研究的特征在移动大学服务采用后阶段的贡献。对研究人员的建议:进一步的研究应该致力于解决评估影响移动大学服务采用的因素的显著需求,以及探索哪些因素在实现采用后的结果中起着重要作用。对社会的影响:本研究提供的实证见解对于大学利益相关者和移动服务提供商在努力改善所提供服务的预期采用后结果的关键方面至关重要。未来研究:需要进一步的实证研究来检验更多移动大学服务和用户特征在实现这些服务的广泛采用后结果中的作用。
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引用次数: 1
Automatic Generation of Temporal Data Provenance From Biodiversity Information Systems 生物多样性信息系统时间数据来源的自动生成
Q2 Computer Science Pub Date : 2022-01-01 DOI: 10.28945/5003
Zaenal Akbar, Dadan Ridwan Saleh, Yulia Aris Kartika, W. Fatriasari, Adila A Krisnadhi, Deded Sarip Nawawi
Aim/Purpose: Although the significance of data provenance has been recognized in a variety of sectors, there is currently no standardized technique or approach for gathering data provenance. The present automated technique mostly employs workflow-based strategies. Unfortunately, the majority of current information systems do not embrace the strategy, particularly biodiversity information systems in which data is acquired by a variety of persons using a wide range of equipment, tools, and protocols. Background: This article presents an automated technique for producing temporal data provenance that is independent of biodiversity information systems. The approach is dependent on the changes in contextual information of data items. By mapping the modifications to a schema, a standardized representation of data provenance may be created. Consequently, temporal information may be automatically inferred. Methodology: The research methodology consists of three main activities: database event detection, event-schema mapping, and temporal information inference. First, a list of events will be detected from databases. After that, the detected events will be mapped to an ontology, so a common representation of data provenance will be obtained. Based on the derived data provenance, rule-based reasoning will be automatically used to infer temporal information. Consequently, a temporal provenance will be produced. Contribution: This paper provides a new method for generating data provenance automatically without interfering with the existing biodiversity information system. In addition to this, it does not mandate that any information system adheres to any particular form. Ontology and the rule-based system as the core components of the solution have been confirmed to be highly valuable in biodiversity science. Findings: Detaching the solution from any biodiversity information system provides scalability in the implementation. Based on the evaluation of a typical biodiversity information system for species traits of plants, a high number of temporal information can be generated to the highest degree possible. Using rules to encode different types of knowledge provides high flexibility to generate temporal information, enabling different temporal-based analyses and reasoning. Recommendations for Practitioners: The strategy is based on the contextual information of data items, yet most information systems simply save the most recent ones. As a result, in order for the solution to function properly, database snapshots must be stored on a frequent basis. Furthermore, a more practical technique for recording changes in contextual information would be preferable. Recommendation for Researchers: The capability to uniformly represent events using a schema has paved the way for automatic inference of temporal information. Therefore, a richer representation of temporal information should be investigated further. Also, this work demonstrates that rule-based infere
目的/目的:虽然数据来源的重要性已在各个部门得到认可,但目前还没有收集数据来源的标准化技术或方法。目前的自动化技术主要采用基于工作流的策略。不幸的是,目前大多数信息系统都不接受这一战略,特别是生物多样性信息系统,其中的数据是由各种各样的人使用各种各样的设备、工具和协议获取的。背景:本文提出了一种独立于生物多样性信息系统的时间数据来源的自动化技术。该方法依赖于数据项上下文信息的变化。通过将修改映射到模式,可以创建数据来源的标准化表示。因此,时间信息可以自动推断出来。方法论:研究方法论包括三个主要活动:数据库事件检测、事件模式映射和时间信息推断。首先,将从数据库检测到事件列表。之后,将检测到的事件映射到本体,从而获得数据来源的通用表示。基于导出的数据来源,自动使用基于规则的推理来推断时间信息。因此,将产生一个时间来源。贡献:本文提供了一种不干扰现有生物多样性信息系统的自动生成数据来源的新方法。除此之外,它并不强制要求任何信息系统遵循任何特定的形式。本体和基于规则的系统作为解决方案的核心组成部分,已被证实在生物多样性科学中具有很高的价值。发现:将解决方案从任何生物多样性信息系统中分离出来,在实施中提供了可扩展性。通过对一个典型的植物物种性状生物多样性信息系统的评价,可以最大程度地生成大量的时间信息。使用规则对不同类型的知识进行编码,为生成时间信息提供了高度的灵活性,从而支持不同的基于时间的分析和推理。对从业者的建议:该策略基于数据项的上下文信息,然而大多数信息系统只是保存最新的信息。因此,为了使解决方案正常工作,必须经常存储数据库快照。此外,最好采用一种更实用的技术来记录上下文信息的变化。给研究人员的建议:使用模式统一表示事件的能力为时间信息的自动推断铺平了道路。因此,应该进一步研究时间信息的更丰富的表示。此外,这项工作表明,基于规则的推理为编码来自专家的不同类型的知识提供了灵活性。因此,可以执行各种基于时间的数据分析和推理。因此,使用该解决方案可以更好地研究多个面向领域的知识。对社会的影响:使用典型的信息系统来存储和管理生物多样性数据并不妨碍我们生成数据来源。由于对信息系统的类型没有限制,我们的解决方案有很大的被广泛采用的潜力。未来研究方向:本工作的数据分析仅限于物种性状数据。然而,还有其他类型的生物多样性数据,包括遗传组成、物种种群和群落组成。在未来,这项工作将扩大到涵盖所有这些类型的生物多样性数据。最终目标是从任何生物多样性数据中收集来源的标准方法或策略,而不管数据是如何存储或管理的。
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引用次数: 2
The Effect of Perceived Support on Repatriate Knowledge Transfer in MNCs: The Mediating Role of Repatriate Adjustment 知觉支持对跨国公司归国知识转移的影响:归国调整的中介作用
Q2 Computer Science Pub Date : 2022-01-01 DOI: 10.28945/4979
Sunayana Kumar, Anam Aslam, A. Aslam
Aim/Purpose: The present study examines the effect of perceived organisational and co-worker support on the adjustment of repatriates and its impact on their intention to transfer knowledge in multinational companies (MNCs). It also examines the relationship between perceived organisational support, co-worker support, and knowledge transfer through the mediating role of repatriate adjustment. Background: The ability of acquiring and utilising international knowledge is one of the core competitive advantages of MNCs. This knowledge is transferred by MNCs across their subsidiaries efficiently through repatriates, which will result in superior performance when compared to their local competitors. But in MNCs the expatriation process has been given more emphasis than the repatriation process; therefore, there is limited knowledge about repatriation knowledge transfer. Practically, the knowledge transferred by repatriates is not managed properly by the MNCs. Methodology: The proposed model was supported by Uncertainty Reduction Theory, Organisational Socialisation Theory, Organisational Support Theory, and Socialisation Resource Theory. The data were gathered from 246 repatriates working in Indian MNCs in the manufacturing and information technology sectors who had been on an international assignment for at least one year. The data obtained were analysed using Structural Equation Modeling (SEM) using AMOS 21 software. Contribution: The present study expands prior research on repatriate knowledge transfer by empirically investigating the mediating role of repatriate adjustment between perceived support and repatriate knowledge transfer in MNCs. The present study also highlights that organisational and co-worker support during repatriation is beneficial for repatriate knowledge transfer. It is important that MNCs initiate support practices during repatriation to motivate repatriates to transfer international knowledge. Findings: The results revealed that both perceived organisational and co-worker support had a significant role in predicting repatriate adjustment in MNCs. Furthermore, the results also revealed that perceived organisational and co-worker support increases repatriate knowledge transfer through repatriate adjustment in MNCs. Recommendations for Practitioners: This study indicates the role of management in motivating repatriates to transfer their knowledge to the organisation. The management of MNCs develop HR policies and strategies leading to high perceived organisational support, co-worker support, and repatriate adjustment. They need to pay particular attention to the factors that affect the repatriates’ intention to share knowledge with others in the organisation. Recommendation for Researchers: Researchers can use the validated measurement instrument which could be essential for the advancement of future empirical research on repatriate knowledge transfer. Impact on Society: The present study will assist MNCs in managing their
目的/目的:本研究考察感知到的组织和同事支持对跨国公司(MNCs)回国人员调整的影响及其对他们转移知识意愿的影响。通过回国调整的中介作用,研究了感知到的组织支持、同事支持和知识转移之间的关系。背景:获取和利用国际知识的能力是跨国公司的核心竞争优势之一。跨国公司通过汇回员工的方式在子公司之间有效地传递这种知识,这将导致与当地竞争对手相比的卓越绩效。但在跨国公司中,外派过程比遣返过程更受重视;因此,对遣返知识转移的认识有限。实际上,跨国公司没有妥善管理回国人员转移的知识。研究方法:不确定性减少理论、组织社会化理论、组织支持理论和社会化资源理论支持该模型。这些数据是从在印度制造和信息技术领域的跨国公司工作的246名回国人员中收集的,他们至少有一年的国际任务。利用AMOS 21软件对所得数据进行结构方程建模(SEM)分析。贡献:本研究通过实证考察跨国公司的归国调整在感知支持与归国知识转移之间的中介作用,拓展了前人对归国知识转移的研究。本研究还强调,归国期间的组织和同事支持有利于归国知识转移。重要的是,跨国公司应在遣返期间采取支助做法,以激励遣返者转移国际知识。研究发现:结果显示,感知到的组织支持和同事支持在预测跨国公司的回国调整中都起着重要作用。此外,研究结果还表明,组织支持和同事支持的感知增加了跨国公司通过归国调整的归国知识转移。对从业人员的建议:本研究表明了管理层在激励归国人员将其知识转移到组织中的作用。跨国公司的管理层制定人力资源政策和战略,从而获得高感知的组织支持、同事支持和回国调整。他们需要特别注意影响回国人员与组织内其他人分享知识意愿的因素。对研究人员的建议:研究人员可以使用经过验证的测量工具,这对于未来对回国知识转移的实证研究的推进至关重要。对社会的影响:本研究将通过制订适当的遣返支助系统,协助跨国公司在遣返过程中管理其遣返者。这将有助于遣返者更好地适应他们的遣返进程,这将促使他们转移所获得的知识。未来研究:未来的研究可以采用纵向的方式来检验不同层次的调适过程,这将有助于更好地理解调适过程。此外,这一模式可以在其他国家的遣返者和不同文化中进行检验,以确认其外部有效性。此外,今后的研究可以对主动执行国际任务的回国人员(主动派遣人员)进行。
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引用次数: 2
Predicting Key Predictors of Project Desertion in Blockchain: Experts’ Verification Using One-Sample T-Test b区块链项目遗弃关键预测因子预测:单样本t检验专家验证
Q2 Computer Science Pub Date : 2022-01-01 DOI: 10.28945/5022
Shehu Malami SarkinTudu, Alawiyah Abd Wahab, Huda H Ibrahim
Aim/Purpose: The aim of this study was to identify the critical predictors affecting project desertion in Blockchain projects. Background: Blockchain is one of the innovations that disrupt a broad range of industries and has attracted the interest of software developers. However, despite being an open-source software (OSS) project, the maintenance of the project ultimately relies on small core developers, and it is still uncertain whether the technology will continue to attract a sufficient number of developers. Methodology: The study utilized a systematic literature review (SLR) and an expert review method. The SLR identified 21 primary studies related to project desertion published in Scopus databases from the year 2010 to 2020. Then, Blockchain experts were asked to rank the importance of the identified predictors of project desertion in Blockchain. Contribution: A theoretical framework was constructed based on Social Cognitive Theory (SCT) constructs; personal, behavior, and environmental predictors and related theories. Findings: The findings indicate that the 12 predictors affecting Blockchain project desertion identified through SLR were important and significant. Recommendations for Practitioners: The framework proposed in this paper can be used by the Blockchain development community as a basis to identify developers who might have the tendency to abandon a Blockchain project. Recommendation for Researchers: The results show that some predictors, such as code testing tasks, contributed code decoupling, system integration and expert heterogeneity that are not covered in the existing developer turnover models can be integrated into future research efforts. Impact on Society: This study highlights how an individual’s design choices could determine the success or failure of IS projects. It could direct Blockchain crypto-currency investors and cyber-security managers to pay attention to the developer’s behavior while ensuring secure investments, especially for crypto-currencies projects. Future Research: Future research may employ additional methods, such as a meta-analysis, to provide a comprehensive picture of the main predictors that can predict project desertion in Blockchain.
目的/目的:本研究的目的是确定b区块链项目中影响项目遗弃的关键预测因素。背景:区块链是一项颠覆了许多行业的创新,并吸引了软件开发人员的兴趣。然而,尽管是一个开源软件(OSS)项目,该项目的维护最终依赖于小型核心开发人员,并且该技术是否会继续吸引足够数量的开发人员仍然是不确定的。研究方法:采用系统文献回顾法和专家评议法。SLR确定了2010年至2020年在Scopus数据库中发表的21项与项目遗弃相关的主要研究。然后,区块链专家被要求对区块链中项目放弃的确定预测因素的重要性进行排序。贡献:构建了基于社会认知理论(SCT)构念的理论框架;个人、行为和环境预测及相关理论。研究结果表明,通过单反分析法确定的影响区块链项目放弃的12个预测因素是重要且显著的。对从业者的建议:区块链开发社区可以使用本文中提出的框架作为识别可能有放弃区块链项目倾向的开发人员的基础。对研究人员的建议:结果表明,一些预测因素,如代码测试任务、贡献代码解耦、系统集成和专家异质性,在现有的开发人员更替模型中没有被涵盖,可以集成到未来的研究工作中。对社会的影响:这项研究强调了个人的设计选择如何决定信息系统项目的成败。它可以指导区块链加密货币投资者和网络安全管理人员在确保安全投资的同时关注开发商的行为,特别是对于加密货币项目。未来的研究:未来的研究可能会采用额外的方法,如荟萃分析,以提供一个全面的主要预测因素,可以预测bbb2010年的项目放弃。
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引用次数: 2
Getting in Synch: Understanding Student Perceptions of Synchronous Online Instruction 同步:了解学生对同步在线教学的看法
Q2 Computer Science Pub Date : 2022-01-01 DOI: 10.28945/5043
A. Tandon, Sabra E. Brock, Yogini Joglekar
Aim/Purpose: This study examines the impact of transitioning from in-person classrooms to remote online business education and provides analysis of key factors impacting course and instructor ratings as well as strategies for higher education institutions to provide engaging instruction. Background: “Zoom”ing into teaching and moving out of traditional classrooms during the COVID-19 pandemic has been a path full of twists and has impacted student perceptions of courses as well as instructors. One challenge has been to make the quality of synchronous online instruction perceived by students as positive as classroom-delivered ones. Methodology: We analyze primary data collected in the course evaluation process from Business & Accounting students over six semesters between Fall 2019 to Spring 2022, covering pre-pandemic instruction in the classroom and the conversion to virtual instruction via Zoom. A total of 1782 observations for 38 courses were examined using mean comparison, regression and correlation analyses, and pairwise comparisons. Contribution: We provide insights from the evaluation of those instructors who were able to make their Zoom-delivered courses perceived by students as equivalent or better than room-delivered ones. Specifically, clear presentation, stimulating delivery, providing feedback and encouraging discussion were positively correlated with successful online classes. Findings: We find that there is a clear downward shift in course and instructor ratings as the change to synchronous online delivery was made. However, in the Spring of 2022, even though instructors and students were still not completely back in the classroom, both instructor and course ratings moved back closer to the pre-pandemic levels. The parameters associated with instructor ratings, such as providing feedback, clear presentations, stimulating sessions, and encouraging discussion, showed similar downward fluctuations. Also, aspects related to course content were affected by the transition to online modality, including training on critical thinking quantitative analysis, research and writing abilities, and overall usefulness of the content. Moore’s model of Transactional Distance helps explain these changes. Recommendations for Practitioners: We recommend that practitioners allow sufficient time for students and faculty to learn through online instruction delivery and supply training for both populations in adapting to learning in this delivery mode. Recommendation for Researchers: The disruption in higher education caused by COVID-19 has provided a wealth of information on the pluses and minuses of online delivery. Careful inspection of trends can help provide guidance to higher education leaders. Impact on Society: One of the many changes the COVID-19 pandemic brought was the opportunity to try alternate ways of connecting and learning. This study shows how this experience can be used to guide the future of higher education. Future Research: Furt
目的/目的:本研究考察了从面对面课堂到远程在线商业教育的转变,并分析了影响课程和讲师评分的关键因素,以及高等教育机构提供引人入胜的教学的策略。背景:在2019冠状病毒病大流行期间,“变现”进入教学,走出传统课堂是一条充满曲折的道路,影响了学生对课程和教师的看法。其中一个挑战是,如何让学生对同步在线教学的质量感到和课堂教学一样积极。方法:我们分析了2019年秋季至2022年春季六个学期的商业与会计学生在课程评估过程中收集的主要数据,涵盖了流行病前的课堂教学和通过Zoom向虚拟教学的转换。采用平均比较、回归分析和相关分析以及两两比较对38个疗程的1782个观察结果进行了检验。贡献:我们提供了对那些能够使学生认为zoom交付的课程与教室交付的课程相当或更好的教师的评估的见解。具体来说,清晰的演讲、刺激的演讲、提供反馈和鼓励讨论与成功的在线课程呈正相关。研究结果:我们发现,随着同步在线教学的改变,课程和教师的评分明显下降。然而,在2022年春季,尽管教师和学生仍然没有完全回到教室,但教师和课程的评分都回到了更接近大流行前的水平。与教师评分相关的参数,如提供反馈、清晰的演讲、刺激的课程和鼓励讨论,也显示出类似的向下波动。此外,与课程内容相关的方面也受到了向在线模式过渡的影响,包括对批判性思维、定量分析、研究和写作能力的培训,以及内容的总体有用性。摩尔的交易距离模型有助于解释这些变化。对从业者的建议:我们建议从业者允许学生和教师有足够的时间通过在线教学交付进行学习,并为双方提供适应这种交付模式的学习培训。给研究人员的建议:2019冠状病毒病对高等教育造成的干扰,为在线教育的利弊提供了丰富的信息。仔细审视趋势有助于为高等教育的领导者提供指导。对社会的影响:COVID-19大流行带来的众多变化之一是有机会尝试其他联系和学习方式。这项研究表明,如何利用这一经验来指导未来的高等教育。未来研究:需要进一步的研究来深入探索学生和教师对从课堂授课转向在线授课的反应,以探索这些发现是否可以更广泛地应用于其他学科和其他类型的大学。
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Interdisciplinary Journal of Information, Knowledge, and Management
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