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How do consumers make behavioural decisions on social commerce platforms? The interaction effect between behaviour visibility and social needs 消费者如何在社交商务平台上做出行为决策?行为可见性与社交需求之间的互动效应
IF 6.5 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-02-08 DOI: 10.1111/isj.12508
Yanli Jia, Libo Liu, Paul Benjamin Lowry

The online phenomenon of social commerce (i.e., s-commerce) platforms has emerged as a combination of online social networking and e-commerce. On s-commerce platforms, consumers can observe others' behavioural decisions and can distinguish those made by their friends from those made by their followees (i.e., the people a focal consumer follows but who do not follow that consumer back). Given this distinction, our study examines how consumers' behavioural decisions—regarding, for example, purchases, ratings, or “likes”—are made on s-commerce platforms, with a focus on how they are influenced by prior decisions of friends and followees. Combining panel data from a large s-commerce platform and two controlled experiments, we identify a strong normative social influence pattern in which consumers tend to follow others' prior decisions to gain social approval. Because the occurrence of normative social influence depends on both consumer behaviours with high public visibility and strong consumer needs to establish social ties, the unique information concerning behaviour visibility and consumers' social needs in the panel data allows us to identify normative social influence and to distinguish it from informational confounding mechanisms. Our panel data results show that on a friend network, where consumers' behavioural decisions are visible, females exhibit a greater tendency to follow others' prior decisions than males. We attribute this result to the stronger social needs of females. However, on a followee network, where behavioural decisions are invisible, these differences become less evident. Moreover, the two experiments demonstrate that making decision contexts private or activating social needs via a priming procedure can thwart (or even turn off) normative social influence. Our findings challenge prior research that identifies informational social influence as the predominant driver of conformity behaviours and thus have important implications for practice related to normative social influence, such as the development of techniques for satisfying consumers' different social needs depending on their gender or any other situational factors on s-commerce platforms.

在线社交商务(即 "社交商务")平台是在线社交网络和电子商务的结合。在社交商务平台上,消费者可以观察到他人的行为决策,并能将其好友的行为决策与被关注者(即目标消费者关注但不回关注该消费者的人)的行为决策区分开来。鉴于这种区别,我们的研究考察了消费者在电子商务平台上的行为决策--例如购买、评价或 "点赞"--是如何做出的,重点是这些决策是如何受到朋友和被关注者先前决策的影响的。结合一个大型 s-commerce 平台的面板数据和两个对照实验,我们发现了一种强烈的规范性社会影响模式,即消费者倾向于追随他人之前的决定以获得社会认可。由于规范性社会影响的发生取决于具有较高公众可见度的消费者行为和消费者建立社会联系的强烈需求,面板数据中有关行为可见度和消费者社会需求的独特信息使我们能够识别规范性社会影响,并将其与信息干扰机制区分开来。我们的面板数据结果表明,在消费者行为决策可见的朋友网络中,女性比男性更倾向于追随他人的先前决策。我们将这一结果归因于女性更强烈的社会需求。然而,在行为决策不可见的被关注者网络中,这些差异就不那么明显了。此外,这两项实验还证明,通过引物程序使决策情境私人化或激活社会需求,可以挫败(甚至关闭)规范性社会影响。我们的研究结果对之前的研究提出了质疑,因为之前的研究认为信息性社会影响是遵从行为的主要驱动力,因此我们的研究结果对规范性社会影响的相关实践具有重要意义,比如在电子商务平台上,根据消费者的性别或其他情境因素,开发满足消费者不同社会需求的技术。
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引用次数: 0
How do consumers make behavioural decisions on social commerce platforms? The interaction effect between behaviour visibility and social needs 消费者如何在社交商务平台上做出行为决策?行为可见性与社交需求之间的互动效应
IF 6.4 2区 管理学 Q1 Computer Science Pub Date : 2024-02-08 DOI: 10.1111/isj.12508
Yanli Jia, Libo Liu, Paul Benjamin Lowry
The online phenomenon of social commerce (i.e., s‐commerce) platforms has emerged as a combination of online social networking and e‐commerce. On s‐commerce platforms, consumers can observe others' behavioural decisions and can distinguish those made by their friends from those made by their followees (i.e., the people a focal consumer follows but who do not follow that consumer back). Given this distinction, our study examines how consumers' behavioural decisions—regarding, for example, purchases, ratings, or “likes”—are made on s‐commerce platforms, with a focus on how they are influenced by prior decisions of friends and followees. Combining panel data from a large s‐commerce platform and two controlled experiments, we identify a strong normative social influence pattern in which consumers tend to follow others' prior decisions to gain social approval. Because the occurrence of normative social influence depends on both consumer behaviours with high public visibility and strong consumer needs to establish social ties, the unique information concerning behaviour visibility and consumers' social needs in the panel data allows us to identify normative social influence and to distinguish it from informational confounding mechanisms. Our panel data results show that on a friend network, where consumers' behavioural decisions are visible, females exhibit a greater tendency to follow others' prior decisions than males. We attribute this result to the stronger social needs of females. However, on a followee network, where behavioural decisions are invisible, these differences become less evident. Moreover, the two experiments demonstrate that making decision contexts private or activating social needs via a priming procedure can thwart (or even turn off) normative social influence. Our findings challenge prior research that identifies informational social influence as the predominant driver of conformity behaviours and thus have important implications for practice related to normative social influence, such as the development of techniques for satisfying consumers' different social needs depending on their gender or any other situational factors on s‐commerce platforms.
在线社交商务(即 "社交商务")平台是在线社交网络和电子商务的结合。在社交商务平台上,消费者可以观察到他人的行为决策,并能将其好友的行为决策与被关注者(即目标消费者关注但不回关注该消费者的人)的行为决策区分开来。鉴于这种区别,我们的研究考察了消费者在电子商务平台上的行为决策--例如购买、评价或 "点赞"--是如何做出的,重点是这些决策是如何受到朋友和被关注者先前决策的影响的。结合一个大型 s-commerce 平台的面板数据和两个对照实验,我们发现了一种强烈的规范性社会影响模式,即消费者倾向于追随他人之前的决定以获得社会认可。由于规范性社会影响的发生取决于具有较高公众可见度的消费者行为和消费者建立社会联系的强烈需求,面板数据中有关行为可见度和消费者社会需求的独特信息使我们能够识别规范性社会影响,并将其与信息干扰机制区分开来。我们的面板数据结果表明,在消费者行为决策可见的朋友网络中,女性比男性更倾向于追随他人的先前决策。我们将这一结果归因于女性更强烈的社会需求。然而,在行为决策不可见的被关注者网络中,这些差异就不那么明显了。此外,这两项实验还证明,通过引物程序使决策情境私人化或激活社会需求,可以挫败(甚至关闭)规范性社会影响。我们的研究结果对之前的研究提出了质疑,因为之前的研究认为信息性社会影响是遵从行为的主要驱动力,因此我们的研究结果对规范性社会影响的相关实践具有重要意义,比如在电子商务平台上,根据消费者的性别或其他情境因素,开发满足消费者不同社会需求的技术。
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引用次数: 0
Understanding the careers of freelancers on digital labor platforms: The case of IT work 了解数字劳动平台上自由职业者的职业生涯:IT 工作案例
IF 6.5 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-02-06 DOI: 10.1111/isj.12509
Lisa Gussek, Manuel Wiesche

Online freelancing, an alternative form of work where independent workers offer services on digital labor platforms, gains increasing importance in IS research. While the general understanding of this form of work is growing, research lacks understanding careers on digital labor platforms. However, these differ from careers in offline labor markets due to volatility, global matching and platform mediation, the digital and temporary nature of work, and algorithmic management as particular platform working conditions. Therefore, to understand how working conditions on digital labor platforms influence the dynamic career paths of freelancers, we conduct an exploratory analysis using 35 interviews with freelancers and clients on digital labor platforms. We thus contribute to the body of knowledge on alternative forms of work on digital labor platforms by developing a long-term freelancing career model and outlining the dynamics of advancement, decline, and exit within platform careers. We also illustrate mechanisms between career phases in terms of platform lock-in effects, which arise from the career advancement dynamics and career exit dynamics.

在线自由职业是独立工作者在数字劳动平台上提供服务的另一种工作形式,在信息系统研究中的重要性与日俱增。虽然人们对这种工作形式的总体认识在不断加深,但研究人员对数字劳动平台上的职业缺乏了解。然而,由于波动性、全球匹配和平台中介、工作的数字化和临时性以及算法管理等特殊的平台工作条件,这些职业与线下劳动力市场的职业有所不同。因此,为了了解数字劳务平台的工作条件如何影响自由职业者的动态职业道路,我们通过对数字劳务平台上的自由职业者和客户的 35 次访谈进行了探索性分析。因此,我们建立了一个长期自由职业者职业模型,并概述了平台职业生涯中晋升、衰退和退出的动态过程,从而为有关数字劳动平台上替代性工作形式的知识体系做出了贡献。我们还从平台锁定效应的角度说明了职业生涯各阶段之间的机制,而平台锁定效应是由职业发展动态和职业退出动态产生的。
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引用次数: 0
Understanding the careers of freelancers on digital labor platforms: The case of IT work 了解数字劳动平台上自由职业者的职业生涯:IT 工作案例
IF 6.4 2区 管理学 Q1 Computer Science Pub Date : 2024-02-06 DOI: 10.1111/isj.12509
Lisa Gussek, Manuel Wiesche
Online freelancing, an alternative form of work where independent workers offer services on digital labor platforms, gains increasing importance in IS research. While the general understanding of this form of work is growing, research lacks understanding careers on digital labor platforms. However, these differ from careers in offline labor markets due to volatility, global matching and platform mediation, the digital and temporary nature of work, and algorithmic management as particular platform working conditions. Therefore, to understand how working conditions on digital labor platforms influence the dynamic career paths of freelancers, we conduct an exploratory analysis using 35 interviews with freelancers and clients on digital labor platforms. We thus contribute to the body of knowledge on alternative forms of work on digital labor platforms by developing a long‐term freelancing career model and outlining the dynamics of advancement, decline, and exit within platform careers. We also illustrate mechanisms between career phases in terms of platform lock‐in effects, which arise from the career advancement dynamics and career exit dynamics.
在线自由职业是独立工作者在数字劳动平台上提供服务的另一种工作形式,在信息系统研究中的重要性与日俱增。虽然人们对这种工作形式的总体认识在不断加深,但研究人员对数字劳动平台上的职业缺乏了解。然而,由于波动性、全球匹配和平台中介、工作的数字化和临时性以及算法管理等特殊的平台工作条件,这些职业与线下劳动力市场的职业有所不同。因此,为了了解数字劳务平台的工作条件如何影响自由职业者的动态职业道路,我们通过对数字劳务平台上的自由职业者和客户的 35 次访谈进行了探索性分析。因此,我们建立了一个长期自由职业者职业模型,并概述了平台职业生涯中晋升、衰退和退出的动态过程,从而为有关数字劳动平台上替代性工作形式的知识体系做出了贡献。我们还从平台锁定效应的角度说明了职业生涯各阶段之间的机制,而平台锁定效应是由职业发展动态和职业退出动态产生的。
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引用次数: 0
A person-centred view of citizen participation in civic crowdfunding platforms: A mixed-methods study of civic backers 以人为本看待公民参与公民众筹平台:对公民支持者的混合方法研究
IF 6.5 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-02-05 DOI: 10.1111/isj.12503
Mohammad Soltani Delgosha, Nastaran Hajiheydari, Hossein Olya

Crowdfunding platforms have emerged as a promising contemporary means for mobilising collective civic actions to address local or social issues, improve community cohesion and develop the public good. This empirical study taps into the understudied civic crowdfunding platforms (CCP) developed to facilitate such actions, proposing, supporting and funding public-interest projects through crowdsourcing and microfinancing. Previous studies have shown that individuals' characteristics affect their level of civic engagement with social issues. Considering the diversity of contributor motivations, we aim to shed light on the dynamics of emergent subpopulations of citizens who participate in CCPs. To this end, we use a sequential mixed-methods approach to integrate our fuzzy set Qualitative Comparative Analysis (fsQCA) findings with the results of an in-depth qualitative study, to gain rich and robust inferences and meta-inferences. In Study 1 (n = 316), we used fsQCA to explore five distinctive configural profiles that display the heterogeneity of civic backers' motivations, including civic champions, prosocial advocates, normative supporters, reward seekers and regret-averse contributors. In Study 2, we corroborated and complemented our fsQCA inferences through an extreme-case study and identified four boundary conditions. Taken together, our inferences and meta-inferences address the heterogeneity of motivations for participating in CCPs, by understanding and theorising about diverse profiles of citizen backers. Finally, we offer practical implications for successful civic crowdfunding initiatives.

众筹平台已成为当代一种前景广阔的手段,用于动员集体公民行动,以解决地方或社会问题、提高社区凝聚力并发展公益事业。本实证研究探讨了研究不足的公民众筹平台(CCP),该平台旨在促进此类行动,通过众包和小额融资提出、支持和资助公益项目。以往的研究表明,个人特征会影响其参与社会问题的公民程度。考虑到贡献者动机的多样性,我们旨在揭示参与 CCP 的新兴公民亚群的动态。为此,我们采用了一种连续的混合方法,将我们的模糊集合定性比较分析(fsQCA)结果与一项深入的定性研究结果相结合,以获得丰富而有力的推论和元推论。在研究 1(n = 316)中,我们使用 fsQCA 探索了五种不同的配置特征,显示了公民支持者动机的异质性,包括公民拥护者、亲社会倡导者、规范支持者、奖励寻求者和后悔型贡献者。在研究 2 中,我们通过极端情况研究证实并补充了我们的 fsQCA 推论,并确定了四个边界条件。总之,我们的推论和元推论通过了解公民支持者的不同特征并将其理论化,解决了参与 CCP 动机的异质性问题。最后,我们为成功的公民众筹计划提供了实际意义。
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引用次数: 0
A person‐centred view of citizen participation in civic crowdfunding platforms: A mixed‐methods study of civic backers 以人为本看待公民参与公民众筹平台:对公民支持者的混合方法研究
IF 6.4 2区 管理学 Q1 Computer Science Pub Date : 2024-02-05 DOI: 10.1111/isj.12503
Mohammad Soltani Delgosha, Nastaran Hajiheydari, Hossein Olya
Crowdfunding platforms have emerged as a promising contemporary means for mobilising collective civic actions to address local or social issues, improve community cohesion and develop the public good. This empirical study taps into the understudied civic crowdfunding platforms (CCP) developed to facilitate such actions, proposing, supporting and funding public‐interest projects through crowdsourcing and microfinancing. Previous studies have shown that individuals' characteristics affect their level of civic engagement with social issues. Considering the diversity of contributor motivations, we aim to shed light on the dynamics of emergent subpopulations of citizens who participate in CCPs. To this end, we use a sequential mixed‐methods approach to integrate our fuzzy set Qualitative Comparative Analysis (fsQCA) findings with the results of an in‐depth qualitative study, to gain rich and robust inferences and meta‐inferences. In Study 1 (n = 316), we used fsQCA to explore five distinctive configural profiles that display the heterogeneity of civic backers' motivations, including civic champions, prosocial advocates, normative supporters, reward seekers and regret‐averse contributors. In Study 2, we corroborated and complemented our fsQCA inferences through an extreme‐case study and identified four boundary conditions. Taken together, our inferences and meta‐inferences address the heterogeneity of motivations for participating in CCPs, by understanding and theorising about diverse profiles of citizen backers. Finally, we offer practical implications for successful civic crowdfunding initiatives.
众筹平台已成为当代一种前景广阔的手段,用于动员集体公民行动,以解决地方或社会问题、提高社区凝聚力并发展公益事业。本实证研究探讨了研究不足的公民众筹平台(CCP),该平台旨在促进此类行动,通过众包和小额融资提出、支持和资助公益项目。以往的研究表明,个人特征会影响其参与社会问题的公民程度。考虑到贡献者动机的多样性,我们旨在揭示参与 CCP 的新兴公民亚群的动态。为此,我们采用了一种连续的混合方法,将我们的模糊集合定性比较分析(fsQCA)结果与一项深入的定性研究结果相结合,以获得丰富而有力的推论和元推论。在研究 1(n = 316)中,我们使用 fsQCA 探索了五种不同的配置特征,显示了公民支持者动机的异质性,包括公民拥护者、亲社会倡导者、规范支持者、奖励寻求者和后悔型贡献者。在研究 2 中,我们通过极端情况研究证实并补充了我们的 fsQCA 推论,并确定了四个边界条件。总之,我们的推论和元推论通过了解公民支持者的不同特征并将其理论化,解决了参与 CCP 动机的异质性问题。最后,我们为成功的公民众筹计划提供了实际意义。
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引用次数: 0
Chatbot interactions: How consumption values and disruptive situations influence customers' willingness to interact 聊天机器人互动:消费价值观和干扰情况如何影响客户的互动意愿
IF 6.5 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-01-30 DOI: 10.1111/isj.12507
Marco Meier, Christian Maier, Jason B. Thatcher, Tim Weitzel

Chatbots offer customers access to personalised services and reduce costs for organisations. While some customers initially resisted interacting with chatbots, the COVID-19 outbreak caused them to reconsider. Motivated by this observation, we explore how disruptive situations, such as the COVID-19 outbreak, stimulate customers' willingness to interact with chatbots. Drawing on the theory of consumption values, we employed interviews to identify emotional, epistemic, functional, and social values that potentially shape willingness to interact with chatbots. Findings point to six values and suggest that disruptive situations stimulate how the values influence WTI with chatbots. Following theoretical insights that values collectively contribute to behaviour, we set up a scenario-based study and employed a fuzzy set qualitative comparative analysis. We show that customers who experience all values are willing to interact with chatbots, and those who experience none are not, irrespective of disruptive situations. We show that disruptive situations stimulate the willingness to interact with chatbots among customers with configurations of values that would otherwise not have been sufficient. We complement the picture of relevant values for technology interaction by highlighting the epistemic value of curiosity as an important driver of willingness to interact with chatbots. In doing so, we offer a configurational perspective that explains how disruptive situations stimulate technology interaction.

聊天机器人为客户提供个性化服务,并为企业降低成本。虽然一些客户最初抵制与聊天机器人互动,但 COVID-19 的爆发让他们重新考虑。受此启发,我们探讨了 COVID-19 爆发等破坏性情况如何激发客户与聊天机器人互动的意愿。借鉴消费价值观理论,我们通过访谈确定了可能影响与聊天机器人互动意愿的情感、认识、功能和社会价值观。研究结果指出了六种价值观,并表明破坏性情况会刺激这些价值观如何影响与聊天机器人的 WTI。根据价值观共同促进行为的理论见解,我们建立了一个基于场景的研究,并采用了模糊集定性比较分析法。我们发现,无论在什么干扰情况下,体验到所有价值观的客户都愿意与聊天机器人互动,而没有体验到任何价值观的客户则不愿意。我们表明,破坏性情境会激发客户与聊天机器人互动的意愿,而如果没有破坏性情境,这些价值配置是不够的。我们通过强调好奇心的认识价值是与聊天机器人互动意愿的重要驱动力,对技术互动的相关价值进行了补充。在此过程中,我们提供了一个配置视角,解释了破坏性情境是如何刺激技术互动的。
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引用次数: 0
Bridging the gap between work- and nonwork-related knowledge contributions on enterprise social media: The role of the employee–employer relationship 缩小企业社交媒体上与工作无关的知识贡献之间的差距:员工与雇主关系的作用
IF 6.5 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-01-25 DOI: 10.1111/isj.12500
Nabila Boukef, Mohamed Hédi Charki, Mustapha Cheikh-Ammar

Knowledge is an invaluable resource and a key to organisational success. To leverage this resource adequately, organisations must encourage their employees to share what they know with their peers. Enterprise social media (ESM) has emerged as an ideal venue for achieving this goal, and numerous studies have examined the drivers of work-related knowledge contributions on these platforms. The present study contributes to this body of research by examining a prevalent yet underexplored form of knowledge sharing that often occurs on ESM: nonwork-related knowledge contributions. We argue that contrary to a commonly held belief, this presumably hedonic employee behaviour can benefit organisations through its spillover effect on the work domain. In other words, we argue that nonwork-related knowledge contributions on ESM can foster work-related ones. Building on social exchange theory and on the associative–propositional evaluation model in social psychology, we also show that the employee–employer (EE) relationship—conceptualised in terms of perceived organisational support and perceived employee psychological safety—moderates the relationship between the two forms of knowledge contributions. The analysis of field data collected from 269 employees of a French e-commerce company confirmed that nonwork-related knowledge contributions are positively associated with work-related ones and that this positive association is moderated by the EE relationship. We discuss the theoretical contributions of our results and explain key managerial implications for organisations hoping to reap the benefits of ESM in a sustainable way.

知识是宝贵的资源,也是组织成功的关键。要充分利用这一资源,组织必须鼓励员工与同伴分享他们的知识。企业社交媒体(ESM)已成为实现这一目标的理想场所,许多研究都探讨了这些平台上与工作相关的知识贡献的驱动因素。本研究通过考察在 ESM 上经常出现的一种普遍但却未被充分探索的知识共享形式,即与工作无关的知识贡献,为这一研究体系做出了贡献。我们认为,与人们普遍认为的相反,这种可能具有享乐性的员工行为可以通过对工作领域的溢出效应使组织受益。换句话说,我们认为与工作无关的无害环境管理知识贡献可以促进与工作有关的知识贡献。基于社会交换理论和社会心理学中的联想-命题评价模型,我们还表明,员工-雇主(EE)关系--以感知到的组织支持和感知到的员工心理安全为概念--调节着两种形式的知识贡献之间的关系。我们对从一家法国电子商务公司的 269 名员工那里收集到的实地数据进行了分析,结果证实,与工作无关的知识贡献与与工作有关的知识贡献呈正相关,而这种正相关又受到 EE 关系的调节。我们讨论了研究结果的理论贡献,并解释了对希望以可持续的方式从无害环境管理中获益的组织的主要管理意义。
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引用次数: 0
Article production changes at the ISJ and their consequences 国际期刊协会的文章制作变化及其后果
IF 6.4 2区 管理学 Q1 Computer Science Pub Date : 2024-01-23 DOI: 10.1111/isj.12505
Robert M. Davison

In late 2023, Wiley, the publisher of the ISJ, informed the editor in chief that from volume 34 no. 3 (May 2024) onwards, changes would be introduced to the way accepted papers are assigned to an issue. Prior to May 2024, the editor in chief selected articles to be included in an issue and communicated this information to a production editor, who then compiled the issue and published it. The editor would also write up an editorial introduction to that issue, with a commentary on a topic relevant to the IS community and an introduction to the articles published in that issue. Although it was common practice for the articles that had been accepted longer ago (and that had therefore been in Early View for a longer time) to be published first, articles accepted for special issues were generally held back until all articles for that special issue had been accepted. The time lag between the acceptance of the first article accepted for a special issue and the last article for the same special issue could be quite considerable, in the order of 12–24 months. Such held back articles would still be visible in Early View, with their own DOI, which meant that they could be cited accurately.

Starting from May 2024, a new arrangement is in place. First, control over which articles are included in which issue is transferred from the editor in chief to the production editor. The production editor will still select the articles that have been in Early View longest, but will not hold back articles accepted for special issues. Instead, these special issue articles will appear in regular issues, mixed in with other regular articles. Since, at the time of writing, there is a considerable backlog of special issue articles in Early View, I expect that the first couple of issues to appear following this change will consist entirely of special issue articles, but from multiple special issues. In order to preserve the integrity of the special issue, a new feature called a virtual issue will be created. Virtual issues, which will be accessible via the standard menu on the journal's home page, will then capture all the articles accepted for the special issue. Virtual issues will also have an editorial introduction, created by the guest editors of the special issue. This editorial introduction will have its own DOI and so will be citable in its own right. Indeed, it will also be possible to curate accepted articles that were not published as part of a special issue into a new virtual issue on the basis of their collective contribution to a particular part of the discourse in IS research. This may bring together articles published many years apart.

Given the above changes to the management of issue production, the institution of writing an editorial to introduce the articles published in each regular issue will cease and the nature of an editorial at the ISJ will also change. Although we will no longer use editorials to introduce the articles published in an iss

2023 年末,《国际期刊》的出版商 Wiley 通知主编,从第 34 卷第 3 期(2024 年 5 月)起,将改变将录用论文分配到各期的方式。在 2024 年 5 月之前,主编会选择要收录到期刊中的文章,并将这些信息传达给制作编辑,然后由制作编辑汇编期刊并出版。编辑还将为该期撰写编辑导言,对与信息系统界相关的主题进行评论,并对该期发表的文章进行介绍。虽然通常的做法是先发表较早被录用的文章(因此在《早期视角》中停留的时间较长),但为特刊录用的文章一般要等到该特刊的所有文章都被录用后才能发表。特刊接受第一篇文章与同一特刊接受最后一篇文章之间的时间间隔可能相当长,约为 12-24 个月。从 2024 年 5 月起,新的安排开始实施。从2024年5月起,新的安排将开始实施。首先,主编将控制哪些文章被收录到哪一期中,转而由制作编辑来控制。制作编辑仍将选择在《早期视界》上发表时间最长的文章,但不会保留已接受的特刊文章。相反,这些特刊文章将出现在定期刊物中,与其他定期刊物的文章混杂在一起。由于在撰写本报告时,《早期视界》中积压了大量特刊文章,我预计在这一变化之后出版的前几期将完全由特刊文章组成,但会来自多个特刊。为了保持特刊的完整性,将创建一个名为虚拟特刊的新功能。虚拟特刊可通过期刊主页的标准菜单访问,届时将收录特刊接受的所有文章。虚拟特刊还将有特邀编辑撰写的编辑导言。该编辑导言将有自己的 DOI,因此本身可以引用。事实上,还可以将未作为特刊一部分发表的录用文章,根据其对信息和通信技术研究某一特定领域的集体贡献,编辑成新的虚拟特刊。鉴于上述期刊出版管理方面的变化,为介绍每期定期出版的文章而撰写社论的制度将停止,《国际信息系统学报》社论的性质也将发生变化。虽然我们将不再使用社论来介绍每期发表的文章,但我们仍将发表社论,作为期刊编辑对与信息系统学科相关的当代主题的独立思考或评论。有些期刊允许任何人撰写社论,而我们将把社论保留给《国际信息系统学报》的编辑(包括高级编辑、副主编和编辑顾问委员会成员)。几篇新类型的社论已在撰写中,并将适时刊登在《国际期刊》上。
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引用次数: 0
The ethics of using generative AI for qualitative data analysis 使用生成式人工智能进行定性数据分析的伦理问题
IF 6.5 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-01-21 DOI: 10.1111/isj.12504
Robert M. Davison, Hameed Chughtai, Petter Nielsen, Marco Marabelli, Federico Iannacci, Marjolein van Offenbeek, Monideepa Tarafdar, Manuel Trenz, Angsana A. Techatassanasoontorn, Antonio Díaz Andrade, Niki Panteli

It is important to note that the text of this editorial is entirely written by humans without any Generative Artificial Intelligence (GAI) contribution or assistance. The Editor of the ISJ (Robert M. Davison) was contacted by one of the ISJ's Associate Editors (AE) (Marjolein van Offenbeek) who explained that the qualitative data analysis software ATLAS.ti was offering a free-of-charge analysis of research data if the researcher shared the same data with ATLAS.ti for training purposes for their GAI1 analysis tool. Marjolein believed that this spawned an ethical dilemma. Robert forwarded Marjolein's email to the ISJ's Senior Editors (SEs) and Associate Editors (AEs) and invited their comments. Nine of the SEs and AEs replied with feedback. We (the 11 contributing authors) then engaged in a couple of rounds of brainstorming before amalgamating the text in a shared document. This was initially created by Hameed Chughtai, but then commented on and edited by all the members of the team. The final version constitutes the shared opinion of the 11 members of the team, after several rounds of discussion. It is important to emphasise that the 11 authors have contrasting views about whether GAI should be used in qualitative data analysis, but we have reached broad agreement about the ethical issues associated with this use of GAI. Although many other topics related to the use of GAI in research could be discussed, for example, how GAI could be effectively used for qualitative analysis, we believe that ethical concerns overarch many of these other topics. Thus, in this editorial we exclusively focus on the ethics associated with using GAI for qualitative data analysis.

The emergence and ready availability of GAI has profound implications for research. This powerful technology, capable of generating human-like text, has the potential to create many opportunities for researchers in all disciplines. However, the technology brings ethical challenges and risks. We unearth and comment on many facets of qualitative data-related ethics. Our goal is to engage with and inform the many stakeholders of the ISJ, including other editors, (prospective) authors, reviewers and readers.

We intend that this discussion serves as a starting point for a broader conversation on how we can responsibly navigate the evolving landscape of GAI in research. It is important to point out that we are not advocating for or against the use of GAI in research, nor are we attempting to find ways to make it easier (or harder) for researchers to incorporate GAI in their research designs and practices. Our focus relates to the ethical issues associated with GAI use in analysing qualitative data that scholars, in the conduct of their academic research, may encounter and should consider.

One of the allures of GAI lies in its capability to discover patterns to produce new codes in a data corpus faster and more comprehensively than humans, by drawing from its trained data. This c

值得注意的是,这篇社论的文字完全由人类撰写,没有任何生成人工智能(GAI)的贡献或协助。ISJ的一位副主编(AE)(Marjolein van Offenbeek)与ISJ的编辑(Robert M. Davison)取得了联系,她解释说,定性数据分析软件ATLAS.ti提供免费的研究数据分析服务,条件是研究人员将相同的数据与ATLAS.ti共享,以便为其GAI1分析工具提供培训。Marjolein 认为这引发了道德难题。罗伯特将 Marjolein 的电子邮件转发给了 ISJ 的高级编辑 (SE) 和副编辑 (AE),并邀请他们发表评论。九位高级编辑和副编辑回复了反馈意见。随后,我们(11 位撰稿人)进行了几轮头脑风暴,最后将文本合并到一份共享文件中。该文件最初由 Hameed Chughtai 创建,但随后由团队所有成员进行了评论和编辑。经过几轮讨论后,最终版本构成了团队 11 名成员的共同意见。需要强调的是,11 位作者对是否应在定性数据分析中使用 GAI 持有截然不同的观点,但我们对与使用 GAI 相关的伦理问题达成了广泛共识。尽管我们还可以讨论与在研究中使用 GAI 相关的许多其他话题,例如,如何将 GAI 有效地用于定性分析,但我们认为,伦理问题是许多其他话题的重中之重。因此,在这篇社论中,我们将专门讨论与使用 GAI 进行定性数据分析相关的伦理问题。这种能够生成类人文本的强大技术有可能为所有学科的研究人员创造许多机会。然而,这项技术也带来了伦理挑战和风险。我们发掘并评论了定性数据相关伦理的许多方面。我们的目标是让 ISJ 的众多利益相关者(包括其他编辑、(潜在)作者、审稿人和读者)参与进来,并为他们提供信息。我们希望以此次讨论为起点,就如何在研究中负责任地驾驭不断变化的 GAI 环境展开更广泛的对话。需要指出的是,我们并不是在提倡或反对在研究中使用 GAI,也不是在试图寻找方法,让研究人员更容易(或更难)将 GAI 纳入其研究设计和实践中。我们关注的重点是与使用 GAI 分析定性数据相关的伦理问题,学者们在进行学术研究时可能会遇到这些问题,也应该考虑这些问题。GAI 的诱惑之一在于它能够通过利用训练有素的数据,比人类更快、更全面地发现模式,从而在数据语料库中生成新的代码。这种能力意味着 GAI 可以识别人类遗漏的模式。然而,速度和全面性并不一定意味着适当性、实质性帮助或深刻的理解。更根本的是,速度和全面性的实现不应以不道德的研究实践或研究参与对个人、社区、组织和社会 "无害 "的承诺为代价(Iphofen &amp; Tolich, 2018)。因此,在我们看来,功利主义论点(目的证明手段的正当性)不足以作为将 GAI 用于定性数据分析的理由。这样的功利主义论点会允许不择手段或无原则的研究人员随心所欲地使用 GAI,以追求表面上可能有利于研究人员个人的目标,但同时也违反了我们所推崇的道德规范或行为准则。因此,我们开展研究的手段必须符合道德规范,而且必须通过同行评审制度被同行视为符合道德规范。在研究中使用 GAI 不仅仅是一个工具选择问题,还是一个触及研究诚信、行为和价值本质的问题。它挑战我们重新定义我们认为的 "做研究",促使我们重新审视如何最大限度地提高研究效益,最大限度地降低对个人和社会的风险和危害(Gibbs,2018 年)。它还挑战我们思考对作者身份、数据所有权和权利、责任、隐私和透明度的理解和影响。因此,我们提出的首要问题是 "在使用 GAI 分析定性数据时,可能会出现哪些伦理问题"(参见 UNESCO, 2021)。为了解决这个问题,我们重点关注五个方面:(1) 数据所有权和权利;(2) 数据隐私和透明度;(3) 解释的充分性;(4) GAI 中表现出的偏见;以及 (5) 研究人员的责任和代理。 GAI 可能依赖于源自殖民或帝国历史、意识形态或权力结构或受其影响的数据来源、方法或框架。GAI 可能不承认或不处理其数据编码的任何这些道德、社会或政治影响。在以上各节中,我们已经指出了使用 GAI 进行公正客观分析的相关困难。因此,部分或全部通过基于 GAI 的数据分析得出的解释可能难以批判性地解释,因为数据分析过程所依据的算法和模型可能很复杂、不透明或黑箱化。例如,GAI 工具通常使用神经网络、遗传算法和机器学习技术的组合,这些技术对人类用户或研究人员来说不容易解释或不透明。大多数定性研究的突发性和互动性要求对研究人员及其行为进行更严格的审查(Iphofen &amp; Tolich, 2018)。借鉴算法时代数据伦理的讨论,一些作者认为,"人类对许多自动流程的参与甚至监督逐渐减少,带来了公平、责任和尊重人权等紧迫问题"(Floridi &amp; Taddeo, 2016, p.2)。除了研究者对参与者的责任和义务外,研究者还必须承担认识论责任,这涉及到对证据负责,因为证据是研究者与被研究者之间的关系构成,并对研究者声称知道的事情承担责任(Code, 2001)。一些研究人员可能会认为,全球信息获取方法可以帮助他们从大型数据集中识别出初步模式,为他们提供初步见解。不过,人们也认识到,GAI 并非无懈可击。例如,它容易产生所谓的 "幻觉",即 "说谎 "和 "捏造事实"(Ji 等人,2023 年)。因此,通过技术(如 GAI)确定的任何 "初步模式 "的真实性都必须由研究人员进行检查,研究人员必须声称自己是这些模式的作者,从而对文本负责;责任仍由研究人员承担(Gregor, 2024)。GAI 不能被列为共同作者(这是 ISJ 出版商的政策),因此不能在研究或其成果中拥有任何代理权。也就是说,我们认为在研究过程的各个方面,盲目、自动地应用GAI进行数据分析而没有人的参与是不道德的。我们承认,有些道德问题是特定的GAI实施所特有的,它们会随着时间的推移而改变,这就强调了明确质量标准的必要性。GAI 的实施也可能是私下进行的。例如,一些研究机构已经建立了自己的 GAI 服务,使学生和研究人员能够在符合大学和国家数据隐私要求的情况下使用 OpenAI 的 GPT 模型。然而,私人语言学习模型并不一定能提高编码质量;它们可能仍然过于通用,无法解决具体的研究问题。根据我们的分析并考虑到 GAI 的所有这些特点,我们建议研究人员应进行批判性反思并保持警惕,以识别、理解并有力地解决在涉及定性数据分析的研究实践中使用 GAI 的伦理问题。Robert M. Davison、Hameed Chughtai、Petter Nielsen、Marco Marabelli、Federico Iannacci、Marjolein van Offenbeek、Monideepa Tarafdar、Manuel Trenz、Angsana A. Techatassanasoontorn、Antonio Díaz Andrade 和 Niki Panteli 为本社论做出了同样的贡献。
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