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Analysis of the impact of social network financing based on deep learning and long short-term memory 基于深度学习和长短期记忆的社交网络融资影响分析
IF 3.6 4区 管理学 Q3 BUSINESS Pub Date : 2024-05-09 DOI: 10.1007/s10257-023-00665-9
Yuanjun Zhao, Hongxin Yu, Chunjia Han, Brij B. Gupta

The risk of peer to peer lending (P2P) platform is predicted based on text data on the Internet to avoid the risk of social network financing and improve the security of social network financing. First, the transaction and review text information of a third-party P2P platform are classified for the time series of emotional changes. Second, the Granger causal relation test is used to verify the correlation between the time series of emotional changes and trading volume. Finally, a long short-term memory (LSTM) forecasting model is proposed based on investors’ emotional changes to predict the trading volume of P2P platforms using emotional changes as a reference for social network financing to avoid risks. The results show that the value of Pearson correlation coefficient between the trading volume of P2P platforms and negative emotions is -0.2088, with a P value less than 1%, indicating a correlation between emotional changes and trading volume. The Pearson correlation coefficient between the predicted and actual values is 0.7995, whereas the mean square error is 0.2190 with a fitting degree of 0.6532. This shows that the LSTM forecasting model can accurately predict the trading volume of P2P platforms with good performance in comparison with other forecasting models.

基于互联网文本数据预测点对点借贷(P2P)平台风险,规避社交网络融资风险,提高社交网络融资安全性。首先,对第三方 P2P 平台的交易和评论文本信息进行情绪变化时间序列分类。其次,利用格兰杰因果关系检验法验证情绪变化时间序列与交易量之间的相关性。最后,提出基于投资者情绪变化的长短期记忆(LSTM)预测模型,以情绪变化作为社交网络融资规避风险的参考,预测 P2P 平台的交易量。结果表明,P2P 平台交易量与负面情绪之间的 Pearson 相关系数值为-0.2088,P 值小于 1%,表明情绪变化与交易量之间存在相关性。预测值与实际值的皮尔逊相关系数为 0.7995,均方误差为 0.2190,拟合度为 0.6532。这表明 LSTM 预测模型能够准确预测 P2P 平台的交易量,与其他预测模型相比性能良好。
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引用次数: 0
Back to a resilient future: Digital technologies for a sustainable supply chain 回到充满活力的未来:数字技术促进可持续供应链
IF 3.6 4区 管理学 Q3 BUSINESS Pub Date : 2024-05-07 DOI: 10.1007/s10257-024-00677-z
Stephanie Winkelmann, Rajae Guennoun, Frederik Möller, Thorsten Schoormann, Hendrik van der Valk

Economic, political, and societal pressure forces companies to act more sustainably. New legislation and regulation such as the Supply Chain Act, mandates companies to take responsibility for their actions as well as those of their supply chain collaborators. Meeting these requirements demands transparency. Digital technologies along the supply chain have the potential to collect diverse types of data and raise awareness for sustainability purposes. For example, data obtained from multiple supply chain participants can be used to estimate CO2 emissions or optimize resource utilization. Following guidelines for systematically reviewing a body of literature, this paper therefore investigates the distribution of digital technologies in supply chains for sustainability. Based on a collected corpus of 70 articles, we identify seven key digital technologies and indicate how they can be employed to contribute to economic, environmental, and social sustainability. The results show that (1) blockchain is the most used technology for sustainability within the supply chain and (2) the majority of articles on digital technologies in our corpus address the social dimension of sustainability. Our findings advance the understanding of how digitalization can transform supply chains into more sustainable entities and help practitioners decide which technology fits a certain sustainability dimension.

经济、政治和社会压力迫使公司采取更可持续的行动。供应链法案》等新的法律法规要求公司为自己和供应链合作者的行为负责。满足这些要求需要透明度。供应链上的数字技术有可能收集各种类型的数据,提高可持续发展意识。例如,从多个供应链参与者处获得的数据可用于估算二氧化碳排放量或优化资源利用。因此,本文按照系统回顾文献的指导方针,研究了数字技术在供应链中的分布,以促进可持续发展。基于收集到的 70 篇文章,我们确定了七种关键数字技术,并指出了如何利用这些技术促进经济、环境和社会的可持续发展。结果表明:(1)区块链是供应链中最常用的可持续发展技术;(2)在我们的语料库中,大多数关于数字技术的文章都涉及可持续发展的社会维度。我们的研究结果促进了人们对数字化如何将供应链转变为更可持续实体的理解,并帮助从业者决定哪种技术适合特定的可持续发展维度。
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引用次数: 0
Correlation between reproductive performance and sow body weight change during gestation. 妊娠期繁殖性能与母猪体重变化之间的相关性。
IF 2.7 4区 管理学 Q3 BUSINESS Pub Date : 2024-05-01 Epub Date: 2024-05-31 DOI: 10.5187/jast.2023.e63
Sang Hun Ha, Yo Han Choi, Jun Young Mun, Se Rin Park, Elick Kinara, Hyun Ju Park, Jun Seon Hong, Yong Min Kim, Jin Soo Kim

This study investigated the correlation between piglet performance and sow body weight change (BWC) during two gestational periods: 35-70, 70-105, and 35-105 days. A cohort of 70 sows was evaluated for BWC, backfat thickness change (BFC), caliper score change (CALC), feed intake, and weaning-to-estrus interval (WEI). The collected data were then analyzed according to the two specified periods. Our findings highlighted that piglet birth weight, weaning weight, and average daily weight gain (ADG) correlated with sow body characteristics, including BFC and CALC. The strongest correlation was observed with BWC. Piglet mortality was intimately associated with BFC. Piglet birth weight, weaning weight, and ADG showed a positive correlation with sow BWC, particularly during the 35-70 day period. Furthermore, sows displaying a higher BWC during the 70-105 day period, and also exhibiting a higher BW gain from 35-70 days, registered greater piglet weight gains and higher weaning weights. These trends became more apparent as the sow's BWC increased during the 70-105 day period. Piglet mortality increased when the sow exhibited a lower BWC during both the 35-70 and 70-105 day periods. No significant observations were found concerning the number of stillborn piglets, live-born piglets, or weaned piglets, and no interaction effects were detected between these periods. In conclusion, our findings underscore the significance of sow BWC during the early stages of gestation (d 35-70) for enhancing piglet performance from birth to weaning.

本研究调查了两个妊娠期内仔猪生产性能与母猪体重变化(BWC)之间的相关性:35-70、70-105 和 35-105 天。对 70 头母猪进行了体重变化、背膘厚度变化、卡尺评分变化、采食量和断奶至发情间隔(WEI)的评估。然后根据两个特定时期对收集的数据进行分析。我们的研究结果表明,仔猪出生重、断奶重和平均日增重(ADG)与母猪身体特征(包括BFC和CALC)相关。与 BWC 的相关性最强。仔猪死亡率与 BFC 密切相关。仔猪出生重、断奶重和 ADG 与母猪 BWC 呈正相关,尤其是在 35-70 天期间。此外,在 70-105 天期间,母猪的 BWC 越高,35-70 天期间的 BW 增重也越高,仔猪的增重和断奶重也越高。在 70-105 天期间,随着母猪体重指数的增加,这些趋势变得更加明显。当母猪在 35-70 天和 70-105 天期间的体重增重都较低时,仔猪死亡率会增加。在死胎仔猪数、活产仔猪数或断奶仔猪数方面没有发现明显的观察结果,也没有发现这些时期之间的交互效应。总之,我们的研究结果表明,母猪在妊娠早期(35-70 天)的BWC 对提高仔猪从出生到断奶的生产性能具有重要意义。
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引用次数: 0
Leveraging the industrial internet of things for business process improvement: a metamodel and patterns 利用工业物联网改进业务流程:元模型和模式
IF 3.6 4区 管理学 Q3 BUSINESS Pub Date : 2024-04-26 DOI: 10.1007/s10257-024-00676-0
Christoph Stoiber, Stefan Schönig

Industrial organizations of all kinds increasingly recognize the industrial internet of thing’s (IIoT) capabilities to enable valuable business process improvement (BPI). However, both theoretically and practically, there is a lack of clarity regarding the systematic and successful identification, specification, and implementation of corresponding applications. This article aims to bridge this research gap by presenting a comprehensive metamodel encompassing all relevant aspects and elements of IIoT applications with BPI propositions. The metamodel is the foundation for deriving generic yet practical patterns that can assist organizations in effectively executing IIoT projects. To evaluate the usefulness of the approach, five initial patterns were designed and applied by a market-leading organization. The metamodel and patterns contribute to the descriptive knowledge of the IIoT and facilitate sense-making, theory-led design, and practical project execution. To ensure rigor, the research endeavor followed fundamental principles of the design science research (DSR) methodology.

各类工业组织越来越认识到,工业物联网(IIoT)能够实现有价值的业务流程改进(BPI)。然而,无论是在理论上还是在实践中,对于如何系统、成功地识别、规范和实施相应的应用都缺乏清晰的认识。本文旨在通过提出一个全面的元模型,涵盖具有 BPI 命题的物联网应用的所有相关方面和要素,从而弥补这一研究空白。该元模型是推导通用但实用模式的基础,可帮助企业有效执行物联网项目。为了评估该方法的实用性,一家市场领先的企业设计并应用了五种初始模式。元模型和模式为 IIoT 的描述性知识做出了贡献,促进了感性认识、理论指导下的设计和实用的项目执行。为确保严谨性,研究工作遵循了设计科学研究(DSR)方法的基本原则。
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引用次数: 0
The impact of organizational capabilities on business analytics use: the moderating role of environmental dynamism 组织能力对商业分析应用的影响:环境动态的调节作用
IF 3.6 4区 管理学 Q3 BUSINESS Pub Date : 2024-03-26 DOI: 10.1007/s10257-024-00670-6
Thamir Alaskar

Adopting the dynamic capabilities (DC) perspective, this study proposes a model to assess the impact of organizational capabilities on business analytics (BA) use and addresses the moderating role played by environmental dynamism (ED). Based on 457 surveys of BA experts at Saudi Arabian firms and a partial least squares analysis of the model, the results show that data-driven decision-making has a direct and significant influence on BA use. The findings also show that ED has a direct influence on BA use and positively moderates the link between the knowledge aspect and BA use, which indicates that knowledge is required in a volatile environment for successful BA use. Together, these findings extend the dynamic capability view and provide a theory-based perspective on the impacts of organizational aspects of BA use, building a better understanding of the DC of firms and providing guidance to align the necessary capabilities in dynamic environments.

本研究采用动态能力(DC)视角,提出了一个模型来评估组织能力对业务分析(BA)使用的影响,并探讨了环境动态(ED)所起的调节作用。基于对沙特阿拉伯企业中 457 名 BA 专家的调查以及对模型的偏最小二乘法分析,研究结果表明,数据驱动决策对 BA 的使用有着直接而显著的影响。研究结果还表明,教育部门对 BA 的使用有直接影响,并对知识方面与 BA 使用之间的联系有正向调节作用,这表明在动荡的环境中,知识是成功使用 BA 的必要条件。总之,这些研究结果扩展了动态能力观点,为 BA 使用的组织方面的影响提供了一个基于理论的视角,从而更好地理解了企业的 DC,并为在动态环境中调整必要的能力提供了指导。
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引用次数: 0
Guest editorial overview: “dark side of online communities” 特约编辑综述:"网络社区的阴暗面
IF 3.6 4区 管理学 Q3 BUSINESS Pub Date : 2024-03-04 DOI: 10.1007/s10257-024-00671-5

Abstract

Online Communities have been growing with increasing intervention of social media. The digital natives have also gradually started to spend a fairly large time on the internet and their contributions have grown significantly in shaping discussions and future of online communities. With an increase in contribution, it is also witnessed that these communities have also been responsible for promoting cyberbullying; trolling; fake news; discriminant; harassment and many more such pressing issues. While studies have focused on each of these important issues, their lies a dearth of contributions from the academicians and practitioners that would extend the debate on the theoretical and practical side of these issues. Furthermore, with increasing complexity of data and forms of data, the problem becomes multifold. The current special issue aims to build discussions and debate on these critical issues.

摘要 随着社交媒体的日益介入,网络社区也在不断发展壮大。数字原住民也逐渐开始在互联网上花费大量时间,他们在塑造网络社区的讨论和未来方面做出了巨大贡献。随着贡献的增加,我们也看到,这些社区也对网络欺凌、钓客、假新闻、歧视、骚扰和更多类似的紧迫问题起到了推波助澜的作用。虽然对这些重要问题都进行了重点研究,但学术界和从业人员却缺乏对这些问题的理论和实践方面的深入探讨。此外,随着数据和数据形式的日益复杂,问题也变得越来越多。本期特刊旨在就这些关键问题展开讨论和辩论。
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引用次数: 0
Exploring the impacts of IT service management on the business agility index: an AHP simulation-based decision-making approach 探索 IT 服务管理对业务敏捷性指数的影响:基于 AHP 模拟的决策方法
IF 3.6 4区 管理学 Q3 BUSINESS Pub Date : 2024-02-10 DOI: 10.1007/s10257-024-00669-z

Abstract

Business agility has been recognized as a core competitive capability in a dynamic business environment. In this context, the organizational IT capability is a co-factor for achieving and keeping business agility. IT capability has been managed through the utilization of plan-driven IT service management (ITSM) frameworks and standards such as the ITIL v3.v2011 and the ISO/IEC 20000. These implementations have produced benefits such as better IT user satisfaction level, reduction of IT services TCO, and improved understanding and communication between IT services users and IT services staff. However, the current business environment continues highly changing with the emergence and maturation of new IT technologies and IT-based business innovation approaches. Consequently, the organizational IT capability is pushed to be also agile and keep its contribution to the business agility aim. Given the novelty of agile ITSM standards and frameworks—ITIL v4 framework, VeriSM framework, and the ISO/IEC 29110-4-3 standard—, there is a knowledge gap on what they are and how they could produce an agile organizational IT capability and contribute to the business agility aim in this modern business environment. This research, thus, compares the potential impacts on a business agility index from the main plan driven and agile ITSM frameworks and standards. For this aim, we design an Analytical Hierarchical Process (AHP) decision-making model using core findings from the business agility literature and the Porter’s value chain and simulate a set of scenarios. Simulation results indicated that: (1) there were differences in the contributions from the five evaluated ITSM frameworks and standards to the business agility index; and (2) the high and very high scores produced by the two agile ITSM frameworks and standards were obtained only when other relevant agility capabilities were also achieved. Hence, this research reduces the knowledge gap and provides initial theoretical findings and insights on the impacts on business agility from the main ITSM frameworks and standards considering other relevant agility capabilities. However, empirical research is encouraged to collect confirmatory evidence.

摘要 业务敏捷性已被视为动态业务环境中的一种核心竞争能力。在这种情况下,组织的信息技术能力是实现和保持业务敏捷性的共同因素。信息技术能力是通过利用计划驱动的信息技术服务管理(ITSM)框架和标准(如 ITIL v3.v2011 和 ISO/IEC 20000)来管理的。这些实施带来了诸多好处,如提高 IT 用户满意度、降低 IT 服务总体拥有成本,以及增进 IT 服务用户与 IT 服务人员之间的理解和沟通。然而,随着新 IT 技术和基于 IT 的业务创新方法的出现和成熟,当前的业务环境仍在不断发生巨大变化。因此,组织的 IT 能力也被推向敏捷,并不断为业务敏捷性目标做出贡献。鉴于敏捷 ITSM 标准和框架--ITIL v4 框架、VeriSM 框架和 ISO/IEC 29110-4-3 标准--的新颖性,对于它们是什么以及它们如何在现代商业环境中产生敏捷的组织 IT 能力并促进业务敏捷性目标的实现,还存在知识空白。因此,本研究比较了主要的计划驱动型和敏捷型 ITSM 框架和标准对业务敏捷性指数的潜在影响。为此,我们利用业务敏捷性文献和波特价值链的核心研究成果,设计了一个层次分析法(AHP)决策模型,并模拟了一系列情景。模拟结果表明(1) 五种受评估的 ITSM 框架和标准对业务敏捷性指数的贡献存在差异;(2) 两种敏捷 ITSM 框架和标准只有在同时具备其他相关敏捷性能力的情况下才能获得高分和极高分。因此,本研究缩小了知识差距,并就考虑到其他相关敏捷能力的主要 ITSM 框架和标准对业务敏捷性的影响提供了初步的理论发现和见解。不过,我们鼓励开展实证研究,以收集确证证据。
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引用次数: 0
Toward revealing concealed risks for agile IT service management practices 揭示敏捷 IT 服务管理实践中隐藏的风险
IF 3.6 4区 管理学 Q3 BUSINESS Pub Date : 2024-02-09 DOI: 10.1007/s10257-023-00666-8
Kurt J. Engemann, Holmes E. Miller

Rapid changes in the business environment have created opportunities and challenges. Businesses need to be more responsive to competitive environments and customers’ requirements. Business agility involves implementing agile practices across organizational functions. Agile processes are especially critical in IT Service Management (ITSM). When agile processes are implemented to meet changing business and customer demands in ITSM environments, the speed and leanness characterizing agile practices often lead to agile practices not always explicitly addressing all underlying risks. Customer demands for fast solutions often means that risks are not attended to with necessary thoroughness. Some risks are not apparent and these concealed risks need to be revealed and managed. The failure to completely address risks involves errors of commission and errors of omission. Coupling agile business, agile systems development, and agile ITSM practices with effective risk management approaches within the agile framework is a suggested approach to manage risk in this evolving environment.

商业环境的迅速变化带来了机遇和挑战。企业需要对竞争环境和客户要求做出更快的反应。业务敏捷性涉及在整个组织职能中实施敏捷实践。敏捷流程对 IT 服务管理 (ITSM) 尤为重要。在 ITSM 环境中实施敏捷流程以满足不断变化的业务和客户需求时,敏捷实践所具有的速度和精简性往往会导致敏捷实践并不总是能明确应对所有潜在风险。客户对快速解决方案的需求往往意味着风险没有得到必要的全面关注。有些风险并不明显,需要对这些隐藏的风险进行揭示和管理。如果不能彻底解决风险,就会出现失误和疏忽。在敏捷框架内,将敏捷业务、敏捷系统开发和敏捷 ITSM 实践与有效的风险管理方法结合起来,是在这种不断变化的环境中管理风险的一种建议方法。
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引用次数: 0
Teleworking antecedents: an exploration into availability bias as an impediment 远程工作的先决条件:对妨碍远程工作的可用性偏见的探讨
IF 3.6 4区 管理学 Q3 BUSINESS Pub Date : 2024-01-17 DOI: 10.1007/s10257-023-00652-0
Marie-E. Godefroid, Vincent Borghoff, Ralf Plattfaut, Björn Niehaves

Telework technologies have been known since the 1970s, yet their adoption levels remained low until Covid-19-related lockdowns and curfews. The known rational and non-rational technology acceptance theory and biases cannot fully explain this effect. One of the possible answers to fill this gap could be availability bias which has probably also affected the lag in adopting other technologies. To examine this phenomenon, we conducted a qualitative study with 22 interviews with individuals from different organizational backgrounds and telework adoption levels. Following a combination of inductive and deductive coding, we identified three key aspects of availability bias: intention, cognitive visibility, and cognitive transfer. The findings also allowed us to delineate this bias further from other biases, e.g., the status quo bias, and classical technology acceptance models, e.g., UTAUT. Thereby, this study examines a bias so far only very limitedly researched in the information systems and extends technology acceptance and cognitive bias literature. The findings should also enable practitioners to question their way of working and technology use more thoroughly.

远程工作技术早在 20 世纪 70 年代就已为人所知,但在与 Covid-19 相关的封锁和宵禁之前,其采用率一直很低。已知的理性和非理性技术接受理论和偏差无法完全解释这种影响。填补这一空白的可能答案之一可能是可用性偏差,这种偏差可能也影响了其他技术的采用滞后。为了研究这一现象,我们开展了一项定性研究,对来自不同组织背景和远程工作采用水平的个人进行了 22 次访谈。通过归纳和演绎编码相结合的方法,我们确定了可用性偏差的三个关键方面:意图、认知可见性和认知转移。研究结果还让我们进一步将这种偏差与其他偏差(如现状偏差)和经典技术接受模型(如UTAUT)区分开来。因此,本研究探讨了迄今为止信息系统领域研究非常有限的一种偏见,并扩展了技术接受和认知偏见方面的文献。研究结果还将有助于从业人员更全面地质疑自己的工作方式和技术使用。
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引用次数: 0
Exploring user editing preferences in electronic forms: an empirical study 探索电子表格中的用户编辑偏好:一项实证研究
IF 3.6 4区 管理学 Q3 BUSINESS Pub Date : 2024-01-11 DOI: 10.1007/s10257-023-00662-y
Marius Breitmayer, Lisa Arnold, Michael Winter, Manfred Reichert

Electronic forms, such as order entry or tax declarations, frequently serve as the primary point of contact between users and information systems. Given their significance, it’s crucial that these forms are intuitive and not burdensome for users to complete. One key aspect influencing the intuitiveness of forms is the sequence in which individual fields must be filled. This article reports on an empirical study involving 162 participants, which explored the intuitiveness of user forms across diverse scenarios. The study had two main objectives. Firstly, it sought to understand how users perceive different sequences of form fields in terms of intuitiveness. Secondly, it investigated the possibility of an intuitive sequence for form fields. The study found significant differences in intuitiveness among various ways of organizing form field sequences. Furthermore, it revealed a common understanding among users about the (sub-)sequence in which form fields should be arranged, notably that fields requiring file uploads should be located at the end of the form. The findings of this study provide valuable insights for developing more intuitive user forms in process-aware information systems, thereby enhancing the overall user-friendliness of such systems.

电子表格,如订单输入或纳税申报,经常是用户与信息系统之间的主要接触点。鉴于其重要性,这些表单必须直观,用户填写起来不会感到累赘。影响表格直观性的一个关键因素是各个字段的填写顺序。本文报告了一项有 162 人参与的实证研究,该研究探讨了不同场景下用户表单的直观性。研究有两个主要目标。首先,它试图了解用户如何看待表单字段不同顺序的直观性。其次,研究了表单字段直观顺序的可能性。研究发现,组织表单字段序列的各种方式在直观性方面存在明显差异。此外,研究还揭示了用户对表单字段排列顺序的共识,特别是需要上传文件的字段应放在表单的末尾。这项研究的结果为在流程感知信息系统中开发更直观的用户表单提供了宝贵的见解,从而提高了此类系统的整体用户友好性。
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引用次数: 0
期刊
Information Systems and e-Business Management
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