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Win by Hook or Crook? Self-Injecting Favorable Online Reviews to Fight Adjacent Rivals 巧取豪夺?自我注入有利的在线评论以打击邻近的竞争对手
IF 4.9 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-09-18 DOI: 10.1287/isre.2023.0179
Le Wang, Xin (Robert) Luo, Liangfei Qiu, Feng Xu, Xueying Cui
Literature has long assumed that unethical behaviors are fueled by competition. This study challenges this prevailing notion by introducing a conceptual distinction between rivalry and competition. We show that rivalry-induced deterrence triggers the formation of mutual forbearance in self-injecting favorable reviews. Mutual forbearance collapses when one party unilaterally engages in self-injecting behaviors, prompting the other party to retaliate by increasing their self-injecting activities. The presence of an additional rival leads to a 3.2% decrease in self-injecting intensity. Furthermore, self-injecting intensity increases by 0.095% for every 1% rise in that of the rivals and increases by 0.041% for a 1% rise in that of the nonrival competitors. Given the apparent role of rivalry in reducing self-injecting behaviors, platforms should strategically consider how system designs and policies can cultivate firms’ feelings of rivalry and avoid non-rival competition. We recommend platforms consider including evaluations from peer hotels as an alternative index for recommending hotels to potential consumers. Introducing peer evaluations to the current online review systems could attenuate the bias of consumer ratings and facilitate the formation of rivalry, which hinders self-injecting behaviors.
长期以来,文献一直认为不道德行为是由竞争所助长的。本研究通过引入竞争与竞争之间的概念区别,对这一普遍观点提出了挑战。我们的研究表明,竞争引起的威慑会促使人们在自我注入好评时形成相互忍让。当一方单方面进行自我注入行为,促使另一方通过增加自我注入活动进行报复时,相互忍让就会崩溃。多一个竞争对手的存在会导致自我注入强度下降 3.2%。此外,竞争对手的自我注入强度每增加 1%,自我注入强度就会增加 0.095%;非竞争对手的自我注入强度每增加 1%,自我注入强度就会增加 0.041%。鉴于竞争在减少自注行为中的明显作用,平台应从战略角度考虑如何通过系统设计和政策来培养企业的竞争意识,避免非竞争对手的竞争。我们建议平台考虑将同行酒店的评价作为向潜在消费者推荐酒店的替代指标。在当前的在线点评系统中引入同行评价可以减少消费者评分的偏差,促进竞争关系的形成,从而阻碍自投行为。
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引用次数: 0
Omnificence or Differentiation? An Empirical Study of Knowledge Structure and Career Development of IT Workers 全能还是差异化?IT 员工知识结构与职业发展的实证研究
IF 4.9 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-09-10 DOI: 10.1287/isre.2022.0634
Yingjie Zhang, Zhiqiang (Eric) Zheng, Bin Gu
This study explores the crucial yet underexamined labor supply side of the information technology (IT) job market, focusing on how IT professionals can strategically manage their knowledge diversity structures for career advancement. By introducing and operationalizing two novel metrics—knowledge omnificence and knowledge differentiation—the research examines their impact on IT workers’ salaries and job security. Through an extensive analysis of IT career data spanning from 2000 to 2016, the study reveals that moderate levels of knowledge omnificence and differentiation lead to the most favorable economic outcomes for IT professionals. Specifically, knowledge omnificence is associated with higher salary potential and career mobility, whereas knowledge differentiation is linked to enhanced job security. These findings provide actionable insights for IT workers aiming to optimize their career trajectories. Additionally, the study highlights the role of these knowledge structures in reducing gender disparities in the IT labor market, with women particularly benefiting from increased knowledge omnificence and differentiation. The research underscores the importance of strategic knowledge management for IT workers and offers valuable guidance for firms and policymakers to support a dynamic and equitable IT workforce.
本研究探讨了信息技术(IT)就业市场中至关重要但却未得到充分研究的劳动力供应方面,重点关注 IT 专业人员如何战略性地管理其知识多样性结构,以促进职业发展。通过引入和操作两个新的指标--知识全能性和知识差异化,研究探讨了这两个指标对信息技术工作者的薪酬和职业保障的影响。通过对 2000 年至 2016 年的 IT 职业数据进行广泛分析,研究揭示了中等水平的知识全面性和知识差异化会为 IT 专业人员带来最有利的经济成果。具体来说,知识全面性与更高的薪资潜力和职业流动性相关,而知识差异化则与更高的工作安全性相关。这些发现为旨在优化职业发展轨迹的 IT 从业人员提供了可操作的见解。此外,研究还强调了这些知识结构在缩小 IT 劳动力市场性别差异方面的作用,女性尤其能从知识的全面性和差异化中获益。这项研究强调了战略性知识管理对 IT 从业人员的重要性,并为企业和政策制定者提供了宝贵的指导,以支持建立一支充满活力、公平的 IT 员工队伍。
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引用次数: 0
Timely Quality Problem Resolution in Peer-Production Systems: The Impact of Bots, Policy Citations, and Contributor Experience 同行生产系统中质量问题的及时解决:机器人、政策引用和贡献者经验的影响
IF 4.9 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-09-09 DOI: 10.1287/isre.2020.0485
Vitali Mindel, Aleksi Aaltonen, Arun Rai, Lars Mathiassen, Wael Jabr
Online peer-production systems create value by enabling people to participate in the production of a common good such as an open encyclopedia by building freely on each other’s work. Fixing quality problems in peer production in a timely manner is critical because millions of people rely on peer-produced content for learning and decision making. The longer low-quality content remains in place, the more it can harm the reputation of a peer-production system and diminish the capability of the system to maintain its contributor base. We study different mechanism affecting the timeliness of quality problem resolution in Wikipedia and find that the speedy resolution of quality problems depends on the successful integration of software robots (bots) and the careful calibration of policy citations to the different levels of experience among contributors. Most control mechanisms found in firm-based production do not apply to peer production, and instead, quality control in peer production must leverage the strengths of different contributors and harness the benefits of technological support and adaptive policy frameworks to improve productivity and achieve high-quality outcomes.
在线同侪生产系统通过让人们自由地在彼此的工作基础上参与生产共同的产品(如开放式百科全书)来创造价值。及时解决同行生产中的质量问题至关重要,因为数百万人依靠同行生产的内容进行学习和决策。低质量内容存在的时间越长,就越会损害同行生产系统的声誉,削弱该系统维持其贡献者基础的能力。我们研究了维基百科中影响质量问题解决及时性的不同机制,发现质量问题的快速解决取决于软件机器人(bots)的成功整合,以及根据贡献者的不同经验水平对政策引用进行仔细校准。企业生产中的大多数控制机制并不适用于同行生产,相反,同行生产中的质量控制必须充分利用不同贡献者的优势,并利用技术支持和适应性政策框架的益处,以提高生产率并实现高质量的成果。
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引用次数: 0
Does David Make A Goliath? Impact of Rival’s Expertise Signals on Online User Engagement 大卫能造就巨人吗?竞争对手的专业知识信号对在线用户参与度的影响
IF 4.9 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-09-05 DOI: 10.1287/isre.2022.0282
Ayushi Tandon, Swanand J. Deodhar, Abhas Tandon, Abhinav Tripathi
How can digital platforms and applications engage users? This question remains of foremost interest to managers of such digital settings. In this study, we offer an informational answer to this problem, showing that digital contexts that engage users through contests and competitions can leverage information signals about rivals to influence engagement. More precisely, we show that the effect of relative and absolute information about rival expertise has a distinct influence on the focal user’s engagement in a two-player online vocabulary game. Our findings offer several recommendations for the formulation and disclosure of rival expertise information. First, we suggest that information about rival expertise should have a dynamic salience based on the actual gameplay outcomes. Second, we recommend that platforms collect information about players’ motivational framing (competitive versus learning) and use it as input when disclosing rival expertise information, as we find significant heterogeneity based on their motivational framing in their responses to such information.
数字平台和应用程序如何吸引用户?这个问题仍然是此类数字环境管理者最感兴趣的问题。在本研究中,我们为这一问题提供了一个信息答案,表明通过竞赛和比赛吸引用户的数字环境可以利用对手的信息信号来影响用户的参与。更准确地说,我们证明了对手专长的相对和绝对信息对焦点用户参与双人在线词汇游戏的影响是截然不同的。我们的研究结果为对手专长信息的制定和披露提出了若干建议。首先,我们建议有关对手专长的信息应根据实际游戏结果具有动态显著性。其次,我们建议平台收集有关玩家动机框架(竞争还是学习)的信息,并将其作为披露对手专长信息时的输入,因为我们发现玩家对此类信息的反应存在基于动机框架的显著异质性。
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引用次数: 0
How to Make My Bug Bounty Cost-Effective? A Game-Theoretical Model 如何使我的 Bug 赏金具有成本效益?游戏理论模型
IF 4.9 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-09-03 DOI: 10.1287/isre.2021.0349
Leting Zhang, Emre M. Demirezen, Subodha Kumar
A bug bounty program (BBP) is an innovative crowdsourcing security solution increasingly adopted by organizations. We use a game-theoretical model to analyze how key characteristics impact BBPs and offer practical insights into managing a BBP as part of an organization’s vulnerability management for better cost-effectiveness. Our findings indicate that organizations with high patching complexity should announce lower bounties, especially if they face limited security resources. BBPs should complement, not substitute, an organization’s security characteristics. Evaluating patching complexity and security posture is crucial when designing a BBP. Furthermore, security researchers drive BBP performance. Higher productivity in researchers doesn’t always require higher bounties even with high postdiscovery costs. Novice productivity can increase total costs if unit postdiscovery costs are high, whereas expert productivity consistently reduces costs. Organizations should disclose high-level product and information technology (IT) features to increase expert productivity. The number of security researchers in a BBP is important, but increasing their numbers doesn’t always necessitate higher bounties. A larger crowd may not always be cost-effective. Lastly, enhanced legal protection for security researchers might not increase organizational risks, especially in organizations with robust security or less sophisticated IT infrastructure. Industrial associations and policymakers should consider these factors in standards and legal frameworks.
漏洞悬赏计划(BBP)是一种创新的众包安全解决方案,越来越多地被企业采用。我们利用博弈论模型分析了关键特征对 BBP 的影响,并就如何将 BBP 作为企业漏洞管理的一部分进行管理以提高成本效益提出了实用见解。我们的研究结果表明,打补丁复杂度高的组织应宣布较低的赏金,尤其是在安全资源有限的情况下。BBP 应该补充而不是替代企业的安全特性。在设计 BBP 时,评估补丁复杂性和安全态势至关重要。此外,安全研究人员也是 BBP 性能的驱动力。即使发现后的成本很高,提高研究人员的工作效率并不一定需要更高的赏金。如果单位发现后成本较高,新手的生产力可能会增加总成本,而专家的生产力则会持续降低成本。企业应披露高级产品和信息技术 (IT) 功能,以提高专家的生产力。BBP 中的安全研究人员数量很重要,但增加他们的数量并不一定需要更高的赏金。人数越多不一定就越划算。最后,加强对安全研究人员的法律保护可能不会增加组织的风险,尤其是在拥有强大安全或不太先进的 IT 基础设施的组织中。行业协会和政策制定者应在标准和法律框架中考虑这些因素。
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引用次数: 0
Less Artificial, More Intelligent: Understanding Affinity, Trustworthiness, and Preference for Digital Humans 少一点人工,多一点智能:了解数字人类的亲和力、可信度和偏好
IF 4.9 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-09-02 DOI: 10.1287/isre.2022.0203
Mike Seymour, Lingyao (Ivy) Yuan, Kai Riemer, Alan R. Dennis
Practice- and policy-oriented abstract:Companies are increasingly deploying highly realistic digital human agents (DHAs) controlled by advanced AI for online customer service, tasks typically handled by chatbots. We conducted four experiments to assess users’ perceptions (trustworthiness, affinity, and willingness to work with) and behaviors while using DHAs, utilizing quantitative surveys, qualitative interviews, direct observations, and neurophysiological measurements. Our studies involved four DHAs, including two commercial products (found to be immature) and two future-focused ones (where participants believed the AI-controlled DHAs were human-controlled). In the first study, comparing perceptions of a DHA, chatbot, and human agent from descriptions revealed few differences between the DHA and chatbot. The second study, involving actual use of a commercial DHA, showed participants found it uncanny, robotic, or difficult to converse with. The third and fourth studies used a “Wizard of Oz” design, with participants believing a human-controlled DHA was AI-driven. Results showed a preference for human agents via video conferencing, but no significant differences between DHAs and human agents when visual fidelity was controlled. Current DHAs, despite communication issues, trigger more affinity than chatbots. When DHAs match human communication abilities, they are perceived similarly to human agents for simple tasks. This research also suggests DHAs may alleviate algorithm aversion.
实践与政策导向摘要:越来越多的公司正在部署由高级人工智能控制的高度逼真的数字人类代理(DHA),用于在线客户服务,这些任务通常由聊天机器人处理。我们利用定量调查、定性访谈、直接观察和神经生理学测量方法进行了四项实验,以评估用户在使用 DHA 时的感知(可信度、亲和力和合作意愿)和行为。我们的研究涉及四种 DHA,包括两种商业产品(不成熟)和两种面向未来的产品(参与者认为人工智能控制的 DHA 由人类控制)。在第一项研究中,我们比较了参与者对 DHA、聊天机器人和人类代理的看法,结果发现 DHA 和聊天机器人之间几乎没有差别。第二项研究涉及商业 DHA 的实际使用,结果显示,参与者认为它很怪异、像机器人或难以交谈。第三项和第四项研究采用了 "绿野仙踪 "设计,让参与者相信由人类控制的 DHA 是人工智能驱动的。结果显示,通过视频会议,人们更喜欢人类代理,但在控制视觉保真度的情况下,DHA 与人类代理之间没有显著差异。尽管存在沟通问题,但当前的 DHA 比聊天机器人更能激发亲和力。当 DHA 与人类的交流能力相匹配时,在完成简单任务时,人们对它们的感知与人类代理相似。这项研究还表明,DHA 可以减轻算法厌恶。
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引用次数: 0
Platform Governance with Algorithm-Based Content Moderation: An Empirical Study on Reddit 基于算法的内容审核平台治理:Reddit 上的实证研究
IF 4.9 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-08-21 DOI: 10.1287/isre.2021.0036
Qinglai He, Yili Hong, T. S. Raghu
Pratice- and Policy-oriented AbstractVolunteer (human) moderators have been the essential workforce for content moderation to combat growing inappropriate online content. Because volunteer-based content moderation faces challenges in achieving scalable, desirable, and sustainable moderation, many online platforms have started to adopt algorithm-based content moderation tools (bots). However, it is unclear how volunteer moderators react to the bot adoption in terms of their community-policing and -nurturing efforts. Our research collected public moderation records by bots and volunteer moderators from Reddit. Our analysis suggests that bots can augment volunteer moderators. Augmentation results in volunteers shifting their efforts from simple policing work to a broader set of moderations, including policing over subjective rule violations and satisfying the increased needs for community-nurturing activities following the policing actions. This paper has implications for online platform managers looking to scale online activities and explains how volunteers can achieve more effective and sustainable content moderation with the assistance of bots.
以实践和政策为导向 摘要 志愿者(人类)版主一直是内容审核的重要力量,以打击日益增多的不当网络内容。由于基于志愿者的内容审核在实现可扩展、理想和可持续审核方面面临挑战,许多在线平台开始采用基于算法的内容审核工具(机器人)。然而,目前还不清楚志愿者版主在社区监督和培养工作中如何应对机器人的采用。我们的研究从 Reddit 收集了机器人和志愿版主的公开审核记录。我们的分析表明,机器人可以增强志愿者版主的能力。增强的结果是,志愿者的工作从简单的治安工作转向了更广泛的版主工作,包括对主观违反规则的行为进行治安管理,以及满足治安管理行动后对社区培育活动的更多需求。本文对希望扩大在线活动规模的在线平台管理者具有启示意义,并解释了志愿者如何在机器人的协助下实现更有效、更可持续的内容管理。
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引用次数: 0
Beyond Risk: A Measure of Distribution Uncertainty 超越风险:分布不确定性的衡量标准
IF 4.9 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-08-21 DOI: 10.1287/isre.2022.0089
Tao Lu, Lihong Zhang, Xiaoquan (Michael) Zhang, Zhenling Zhao
This paper addresses the critical yet often overlooked concept of distribution uncertainty (ambiguity) in decision making, emphasizing its importance alongside traditional outcome uncertainty (risk). It introduces a novel quantitative measure of ambiguity that accurately captures distribution uncertainty. This measure enhances empirical models, yielding more reliable parameter estimates and improving decision-making processes. The study demonstrates the practical value of this ambiguity measure using financial market decision making as an example. The measure helps identify and adjust for uncertainties in underlying distributions, supporting more robust financial models and better risk management. The findings advocate for integrating ambiguity considerations into data analytics models and developing more reliable methodologies for empirical research and practical applications. This study promotes a nuanced understanding of uncertainty, offering significant implications for research methodologies and practical risk management across various fields.
本文论述了决策中至关重要但却经常被忽视的分布不确定性(模糊性)概念,强调了它与传统结果不确定性(风险)的重要性。它介绍了一种新的模糊性定量测量方法,可准确捕捉分布的不确定性。这种度量方法可以增强经验模型,获得更可靠的参数估计并改进决策过程。研究以金融市场决策为例,展示了这种模糊性测量方法的实用价值。该测量方法有助于识别和调整基本分布的不确定性,支持更稳健的金融模型和更好的风险管理。研究结果提倡将模糊性因素纳入数据分析模型,并为实证研究和实际应用开发更可靠的方法。这项研究促进了对不确定性的细致理解,为各领域的研究方法和实际风险管理提供了重要启示。
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引用次数: 0
On Crafting Effective Theoretical Contributions for Empirical Papers in Economics of Information Systems: Some Editorial Reflections 论为《信息系统经济学》实证论文撰写有效的理论贡献》:编辑的一些思考
IF 4.9 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-08-14 DOI: 10.1287/isre.2024.editorial.v35.n3
Anandasivam Gopal, Pei-yu Chen, Wonseok Oh, Sean Xin Xu, Suprateek Sarker
The terms theory and theoretical contributions evoke mixed reactions in the information systems discipline, especially among empirical researchers in the economics of information systems (Econ-IS) area. Although some see such contributions as the raison d’etre for academic scholars engaged in research, others feel that the discipline has developed a fetish for theory, with reviewers and editors often demanding an unreasonable level of theoretical contributions for empirical manuscripts to succeed in the review process. Moreover, there exists a great deal of diversity in the conception of what constitutes a reasonable theoretical contribution, especially within empirical work, across editors and reviewers, leading to frustration with the review process and disappointment with editorial decisions. Given the different types of theoretical contributions that may be suitable for a given manuscript and recognizing the changing nature of empirical work within Econ-IS, we attempt to shed some light on theoretical contributions within empirical Econ-IS research, paying attention to their nature, types, and impact. Specifically, we start by reflecting on the typical theory-related comments we have seen in review packets that we generalize to a set of critiques often related to empirical papers. Subsequently, we provide a working definition of a theoretical contribution and the components that make up such a contribution. We then propose a taxonomy of theoretical contributions typically observed in Information Systems Research (ISR). Based on this taxonomy of contributions, the typical critiques observed in empirical Econ-IS papers, and a set of published papers, we provide some broad guidelines for how authors may craft an effective theoretical contribution for submission to ISR. We also discuss a pathway for manuscripts that do not (seek to) offer significant theoretical contributions. Such manuscripts are welcome, but we believe that a very high bar of practical impact must be met for them to succeed in the review process. Based on the guidelines and suggestions made here, our hope is that authors and evaluators will participate in the review process with a shared understanding of the elusive notion of theoretical contributions.
在信息系统学科中,尤其是在信息系统经济学(Econ-IS)领域的实证研究人员中,理论和理论贡献这两个术语引起了不同的反应。虽然有些人认为理论贡献是学术学者从事研究的理由,但也有人认为该学科已经形成了对理论的迷恋,审稿人和编辑往往要求经验性稿件达到不合理的理论贡献水平,这样才能在审稿过程中获得成功。此外,编辑和审稿人对什么是合理的理论贡献,尤其是经验性工作中的理论贡献的概念存在很大差异,导致审稿人对审稿过程感到沮丧,对编辑的决定感到失望。考虑到适合特定稿件的理论贡献的不同类型,并认识到经济信息学实证工作不断变化的性质,我们试图对经济信息学实证研究中的理论贡献作一些说明,关注它们的性质、类型和影响。具体而言,我们首先反思了我们在评论包中看到的与理论相关的典型评论,并将其归纳为一系列通常与实证论文相关的批评意见。随后,我们给出了理论贡献的工作定义以及构成理论贡献的要素。然后,我们提出了信息系统研究(ISR)中典型的理论贡献分类法。根据该贡献分类法、在实证经济-信息系统论文中观察到的典型批评以及已发表的论文集,我们为作者如何撰写有效的理论贡献投稿至 ISR 提供了一些广泛的指导原则。我们还讨论了如何投稿给没有(试图)提供重要理论贡献的稿件。我们欢迎这类稿件,但我们认为,要想在审稿过程中取得成功,必须达到很高的实际影响力标准。我们希望作者和评审者在参与评审过程时,能基于本文提出的指导原则和建议,对理论贡献这一难以捉摸的概念达成共识。
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引用次数: 0
Does Virtual Reality Help Property Sales? Empirical Evidence from a Real Estate Platform 虚拟现实是否有助于房产销售?来自房地产平台的经验证据
IF 4.9 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-08-13 DOI: 10.1287/isre.2021.9138
Zhenbin Yan, Zixuan Meng, Yong Tan
Virtual reality (VR) has emerged as a transformative addition to real estate platforms, creating an interactive three-dimensional (3D) environment for consumers to explore property information, revolutionizing property presentation. Using a large-scale data set from a leading real estate platform, we demonstrate that VR serves as an efficiency enhancer rather than a market value influencer. Specifically, VR reduces a property’s selling time by 28%–49%, without influencing the selling price, challenging the conventional premise that VR may help increase selling price. Our further analysis highlights VR’s role as a provider of rich and credible information: our findings reveal that properties requiring greater effort to evaluate, those of higher quality, or where agent service is lacking, benefit most from the technique. Our work benefits property sellers by identifying which properties are more suitable for VR presentation and showing VR as a technological supplement when agent service is not satisfactory. Platforms can leverage the result to target sellers to apply VR, particularly when resources are limited. The acceleration effect of VR can benefit agents by allowing them to manage properties more efficiently and help platforms to build an efficient and sustainable market.
虚拟现实(VR)已成为房地产平台的一个变革性补充,它为消费者创造了一个探索房产信息的交互式三维(3D)环境,彻底改变了房产展示方式。利用领先房地产平台的大规模数据集,我们证明了虚拟现实技术可以提高效率,而不是影响市场价值。具体而言,VR 可将房产的销售时间缩短 28%-49%,却不会影响售价,这对 VR 有助于提高售价的传统前提提出了挑战。我们的进一步分析强调了 VR 作为丰富可信信息提供者的作用:我们的研究结果表明,需要花费更多精力评估的房产、质量较高的房产或中介服务欠缺的房产从该技术中获益最多。我们的工作能确定哪些房产更适合用虚拟现实技术展示,并在代理服务不尽如人意时将虚拟现实技术作为一种技术补充,从而使房产销售商受益。平台可以利用这一成果,针对卖家应用 VR,尤其是在资源有限的情况下。VR 的加速效应能让中介更有效地管理房产,从而使他们受益,并帮助平台建立一个高效、可持续的市场。
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引用次数: 0
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