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AI concierge in the customer journey: what is it and how can it add value to the customer? 客户旅程中的人工智能管家:它是什么,如何为客户增值?
IF 10.6 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-05-02 DOI: 10.1108/josm-12-2023-0523
Stephanie Q. Liu, Khadija Ali Vakeel, Nicholas. A. Smith, Roya Sadat Alavipour, Chunhao(Victor) Wei, Jochen Wirtz

Purpose

An AI concierge is a technologically advanced, intelligent and personalized assistant that is designated to an individual customer, proactively taking care of that customer’s needs throughout the service journey. This article envisions the idea of AI concierges and discusses how to leverage AI concierges in the customer journey.

Design/methodology/approach

This article takes a conceptual approach and draws insights from literature in service management, marketing, psychology, human-computer interaction and ethics.

Findings

This article delineates the fundamental forms of AI concierges: dialog interface (no embodiment), virtual avatar (embodiment in the virtual world), holographic projection (projection in the physical world) and tangible service robot (embodiment in the physical world). Key attributes of AI concierges are the ability to exhibit semantic understanding of auditory and visual inputs, maintain an emotional connection with the customer, demonstrate proactivity in refining the customer’s experience and ensure omnipresence through continuous availability in various forms to attend to service throughout the customer journey. Furthermore, the article explores the multifaceted roles that AI concierges can play across the pre-encounter, encounter and post-encounter stages of the customer journey and explores the opportunities and challenges associated with AI concierges.

Practical implications

This paper provides insights for professionals in hospitality, retail, travel, and healthcare on leveraging AI concierges to enhance the customer experience. By broadening AI concierge services, organizations can deliver personalized assistance and refined services across the entire customer journey.

Originality/value

This article is the first to introduce the concept of the AI concierge. It offers a novel perspective by defining AI concierges’ fundamental forms, key attributes and exploring their diverse roles in the customer journey. Additionally, it lays out a research agenda aimed at further advancing this domain.

目的人工智能管家是一种技术先进、智能化和个性化的助理,它被指定给某个客户,在整个服务过程中主动满足该客户的需求。本文设想了人工智能礼宾的概念,并讨论了如何在客户服务过程中利用人工智能礼宾。研究结果本文划分了人工智能礼宾服务的基本形式:对话界面(无体现)、虚拟化身(虚拟世界中的体现)、全息投影(物理世界中的投影)和有形服务机器人(物理世界中的体现)。人工智能礼宾服务的关键属性是能够对听觉和视觉输入进行语义理解,与客户保持情感联系,在完善客户体验方面表现出主动性,并通过各种形式的持续可用性确保无所不在,在整个客户旅程中提供服务。此外,文章还探讨了人工智能礼宾服务在客户旅程的 "相遇前"、"相遇中 "和 "相遇后 "阶段可发挥的多方面作用,并探讨了与人工智能礼宾服务相关的机遇和挑战。通过扩大人工智能礼宾服务的范围,企业可以在整个客户旅程中提供个性化的协助和精细化的服务。它通过定义人工智能礼宾服务的基本形式、关键属性以及探索其在客户旅程中的不同角色,提供了一个新颖的视角。此外,文章还提出了旨在进一步推动这一领域发展的研究议程。
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引用次数: 0
Exploring customer engagement tensions when pursuing responsible business practices 探讨在推行负责任的商业实践时客户参与的紧张关系
IF 10.6 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-04-25 DOI: 10.1108/josm-12-2023-0509
Andrew S. Gallan, Diogo Hildebrand, Yuliya Komarova, Dan Rubin, Ronen Shay

Purpose

Designing and developing responsible business practices can create various tensions for service organizations. The purpose of this research is to develop a deeper understanding of the relationship between customer engagement (CE) and responsible business practices (e.g. environmental, social and/or governance [ESG], corporate social responsibility [CSR] and diversity, equity, and inclusion [DEI]) and explore customer engagement tensions that service organizations may face.

Design/methodology/approach

This research develops a list of CE-related responsible business practice tensions and empirically explores their relevance through in-depth interviews with nine ESG professionals.

Findings

This paper makes three important contributions. First, we find support for nine distinct but related tensions with implications for CE that organizations must navigate when pursuing responsible business practices. Second, interview participants provide some suggestions for tackling these tensions, which we support with relevant theories. Finally, we develop a conceptual framework that may stimulate future service research and inform the implementation of ESG strategies.

Originality/value

To the best of the authors’ knowledge, this research is the first to conceptualize and empirically explore the tensions that emerge between responsible business practices and CE. The authors develop a novel analysis of the CE-related tensions that emerge when pursuing an ESG strategy.

Research limitations/implications

The findings are based on a small sample of ESG professionals. Future research may take a quantitative approach to further evaluate the role that these tensions play in engaging customers.

Practical implications

This research provides a conceptual framework that may guide ESG professionals in understanding, framing and navigating CE-related tensions when pursuing responsible business practices.

Social implications

A social benefit may be found when service organizations are better able to successfully navigate CE-related tensions when pursuing responsible business practices.

目的设计和开发负责任的业务实践可能会给服务机构带来各种矛盾。本研究旨在深入了解客户参与(CE)与负责任的商业实践(如环境、社会和/或治理[ESG]、企业社会责任[CSR]以及多样性、公平性和包容性[DEI])之间的关系,并探讨服务机构可能面临的客户参与紧张关系。本研究制定了一份与客户参与相关的负责任商业实践紧张关系清单,并通过对九位 ESG 专业人士进行深入访谈,实证探讨了这些紧张关系的相关性。首先,我们发现了九种不同但相关的紧张关系,这些紧张关系对行政首长有影响,组织在追求负责任的商业实践时必须加以驾驭。其次,访谈参与者为解决这些矛盾提出了一些建议,我们用相关理论为这些建议提供了支持。最后,我们建立了一个概念框架,可以促进未来的服务研究,并为实施环境、社会和治理战略提供参考。 原创性/价值 据作者所知,这项研究是首次从概念上和经验上探讨负责任的商业实践与行政首长之间出现的紧张关系。作者对在追求 ESG 战略时出现的与 CE 相关的紧张关系进行了新颖的分析。研究局限性/影响研究结果基于 ESG 专业人士的小样本。本研究提供了一个概念框架,可指导环境、社会和公司治理专业人士在追求负责任的商业实践时理解、构建和驾驭与 CE 相关的紧张关系。社会影响当服务机构在追求负责任的商业实践时能够更好地成功驾驭与 CE 相关的紧张关系时,可能会带来社会效益。
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引用次数: 0
Customer experience (CX), employee experience (EX) and human experience (HX): introductions, interactions and interdisciplinary implications 客户体验(CX)、员工体验(EX)和人类体验(HX):介绍、互动和跨学科影响
IF 10.6 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-04-24 DOI: 10.1108/josm-02-2024-0072
Anders Gustafsson, Delphine Caruelle, David E. Bowen

Purpose

The purpose of this paper is to provide an overview of what (service) experience is and examine it using three distinct perspectives: customer experience (CX), employee experience (EX) and human experience (HX).

Design/methodology/approach

The present conceptualization blends the marketing and organizational behavior/human resources management (OB/HRM) disciplines to clarify and reflect over the meaning of (service) experience. The marketing discipline illuminates the concept of CX, whereas the OB/HRM discipline illuminates the concept of EX. The concept of HX, which transcends CX and EX, is examined in light of its recent development in service research. For each of the three concepts, key themes are identified, and future research directions are proposed.

Findings

Because the goal that individuals seek to achieve depends on the role they are enacting, each of the three perspectives on experience (CX, EX and HX) should have a different focal point. CX requires to focus on the process of solving customer goals. EX necessitates to think in terms of organizational context and job content that support employees. Finally, the focus of HX should be on well-being via enhanced gratification, and reduced violation, of basic human needs.

Originality/value

This paper offers an interdisciplinary perspective on (service) experience and simultaneously addresses CX, EX and HX in order to reconcile the different perspectives on experience in service research.

本文旨在概述什么是(服务)体验,并从客户体验(CX)、员工体验(EX)和人类体验(HX)这三个不同的角度对其进行研究。设计/方法/方法本概念融合了市场营销和组织行为学/人力资源管理(OB/HRM)学科,旨在阐明和思考(服务)体验的含义。营销学科阐明了 CX 的概念,而组织行为学/人力资源管理学科则阐明了 EX 的概念。HX 的概念超越了 CX 和 EX,我们将根据其在服务研究中的最新发展对其进行研究。对于这三个概念中的每一个概念,都确定了关键主题,并提出了未来的研究方向。研究结果由于个人寻求实现的目标取决于他们所扮演的角色,因此关于体验的三个视角(CX、EX 和 HX)中的每一个都应具有不同的焦点。CX 需要关注解决客户目标的过程。EX 需要从支持员工的组织环境和工作内容的角度进行思考。最后,HX 的重点应该是通过增强对人类基本需求的满足和减少对人类基本需求的侵犯来获得幸福感。 原创性/价值 本文提供了一个关于(服务)体验的跨学科视角,同时涉及 CX、EX 和 HX,以协调服务研究中关于体验的不同视角。
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引用次数: 0
How and when effective customer journeys drive brand loyalty: the role of consumer-brand identification 有效的顾客旅程如何以及何时推动品牌忠诚度:消费者-品牌认同的作用
IF 10.6 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-04-16 DOI: 10.1108/josm-08-2023-0374
Bernd F. Reitsamer, Nicola E. Stokburger-Sauer, Janina S. Kuhnle

Purpose

Effective customer journey design (ECJD) is considered a key variable in customer experience management and an essential source of brand meaning and pro-brand behavior. Although previous research has confirmed its importance for driving brand attitudes and loyalty, the role of consumer-brand identification as a social identity-based influence in this relationship has not yet been discussed. Drawing on construal level and social identity theories, this paper aims to investigate whether effective journeys and the resulting overall journey experience are equally powerful in driving brand loyalty among customers with different levels of consumer-brand identification.

Design/methodology/approach

The present article develops and tests a research model using data from the European and US service sectors (N = 1,454) to investigate how and when ECJD affects service brand loyalty.

Findings

Across two cultural contexts, four service industries and 33 service brands, the results reveal that ECJD is a crucial driver of service brand loyalty for customers with low consumer-brand identification. Moreover, the findings show that different aspects of journey effectiveness positively impact the valence of customers’ experience related to those journeys – a process that is ultimately decisive for their brand loyalty.

Originality/value

This study is unique because it generates theoretical and practical knowledge by combining the literature streams of customer journey design, customer experience and branding. Furthermore, this work demonstrates that consumer-brand identification is a critical boundary condition to be considered in the relationship between ECJD and brand loyalty in services.

目的有效的顾客旅程设计(ECJD)被认为是顾客体验管理的关键变量,也是品牌意义和亲品牌行为的重要来源。尽管以往的研究已经证实了其在推动品牌态度和忠诚度方面的重要性,但消费者-品牌认同作为一种基于社会认同的影响因素在这一关系中的作用尚未得到讨论。本文以构想水平和社会认同理论为基础,旨在研究有效的旅程和由此产生的整体旅程体验是否对具有不同消费者品牌认同水平的顾客的品牌忠诚度具有同等的推动作用。研究结果在两种文化背景、四个服务行业和 33 个服务品牌中,研究结果显示,对于消费者品牌认同度较低的顾客而言,ECJD 是服务品牌忠诚度的重要驱动力。此外,研究结果表明,旅程有效性的不同方面会对顾客与这些旅程相关的体验的价值产生积极影响,而这一过程最终会对顾客的品牌忠诚度产生决定性影响。 原创性/价值这项研究的独特之处在于,它通过结合顾客旅程设计、顾客体验和品牌建设等文献流,产生了理论和实践知识。此外,这项研究还表明,在服务业的顾客旅程设计与品牌忠诚度之间的关系中,消费者对品牌的认同是一个需要考虑的关键边界条件。
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引用次数: 0
Beyond templates: methodological reporting practices and their impact in qualitative service research 超越模板:定性服务研究中的方法报告实践及其影响
IF 10.6 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-04-05 DOI: 10.1108/josm-06-2023-0253
Aku Valtakoski, Besma Glaa

Purpose

The study aims to promote the use of qualitative methods in service research by investigating how these methods are reported in service journals, how the level of reporting has evolved and whether methodological reporting influences the downloads or citations received by qualitative articles.

Design/methodology/approach

Methodological reporting practices were identified through content analysis of 318 qualitative articles published in three major service research journals and comparison with prior methodological literature. Regression analysis was used to test how the level of methodological reporting influences article downloads and citations.

Findings

The study identifies 29 reporting practices related to 9 key methodological reporting areas. The overall level of methodological reporting in published qualitative articles has increased over time. While differences in the level of reporting between service journals persist, they are narrowing. The level of methodological reporting did not influence downloads or citations of qualitative articles.

Research limitations/implications

Service scholars using qualitative methods should pay attention to methodological reporting as it can improve the chances of being published. Factors such as theoretical contributions are likely to have a greater influence on article impact than methodological reporting.

Originality/value

No prior study has explored methodological reporting practices across different qualitative methodologies or how reporting influences article impact. For authors, reviewers and editors, the study provides an inventory of reporting practices relevant for evaluating qualitative articles, which should lower barriers for qualitative methods in service research by providing practical guidelines on what to focus on when reporting and assessing qualitative research.

目的本研究旨在通过调查服务类期刊如何报道定性方法、报道水平如何演变以及方法学报道是否会影响定性文章的下载量或引用率,从而促进定性方法在服务研究中的应用。研究结果该研究确定了与 9 个关键方法学报告领域相关的 29 种报告实践。随着时间的推移,发表的定性文章中方法学报告的总体水平有所提高。虽然服务类期刊之间的报告水平差异依然存在,但这种差异正在缩小。方法论报告水平并不影响定性文章的下载量或引用率。研究局限/启示使用定性方法的服务学者应重视方法论报告,因为它可以提高发表的机会。与方法学报告相比,理论贡献等因素对文章影响力的影响可能更大。原创性/价值以前没有研究探讨过不同定性方法的方法学报告实践,也没有研究过报告如何影响文章影响力。该研究为作者、审稿人和编辑提供了一份与评估定性文章相关的报告实践清单,通过提供在报告和评估定性研究时应关注哪些方面的实用指南,可以降低服务研究中使用定性方法的障碍。
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引用次数: 0
Leveraging artificial intelligence in firm-generated online customer communities: a framework and future research agenda 在企业生成的在线客户社区中利用人工智能:框架和未来研究议程
IF 10.6 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-03-20 DOI: 10.1108/josm-10-2023-0443
Candice L. Marti, Huimin Liu, Gurpreet Kour, Anil Bilgihan, Yu Xu

Purpose

In an era where complex technological advances increasingly govern service delivery, it is incumbent on service firms to pioneer innovative strategies to sustain customer engagement and cultivate loyalty. This conceptual paper examines the transformative potential of artificial intelligence (AI) in the realm of online customer communities, with a particular focus on its creation, management and enhancement facets. The authors explore how AI can revolutionize the dynamics of customer interaction, feedback mechanisms and overall engagement within the service industry.

Design/methodology/approach

This conceptual paper draws from marketing and management literature focusing on customer communities and AI in service and customer engagement contexts with a robust future research agenda.

Findings

A classification of online customer community engagement is provided along with a conceptual framework to guide our understanding of the integration of AI into online customer communities.

Originality/value

This exploration underscores the imperative for service firms to embrace AI-driven approaches to online customer community management, not only as a means to optimize their operations but as a vital strategy to stay competitive in the ever-evolving digital landscape. This paper examines the novel combination of AI with online customer communities and provides the framework in the form of an input-process-output (IPO) model for future research into this integration.

目的 在一个复杂的技术进步日益影响服务提供的时代,服务公司有责任开拓创新战略,以维持客户参与度并培养忠诚度。这篇概念性论文探讨了人工智能(AI)在在线客户社区领域的变革潜力,尤其关注其创建、管理和提升方面。作者探讨了人工智能如何彻底改变客户互动的动态、反馈机制以及服务行业的整体参与度。设计/方法/方法这篇概念性论文借鉴了营销和管理方面的文献,侧重于服务和客户参与背景下的客户社区和人工智能,并提出了强有力的未来研究议程。研究结果本文对在线客户社区参与度进行了分类,并提供了一个概念框架,以指导我们理解将人工智能融入在线客户社区的问题。原创性/价值本文的探讨强调了服务公司采用人工智能驱动的在线客户社区管理方法的必要性,这不仅是优化运营的一种手段,也是在不断发展的数字环境中保持竞争力的重要战略。本文探讨了人工智能与在线客户社区的新颖结合,并以输入-过程-输出(IPO)模型的形式提供了未来研究这种整合的框架。
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引用次数: 0
Agencement of onlife and phygital: smart tech–enabled value co-creation practices 生活与数字的结合:智能技术驱动的价值共创实践
IF 10.6 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-03-12 DOI: 10.1108/josm-03-2023-0113
Cristina Mele, Tiziana Russo-Spena

Purpose

In this article, we reflect on how smart technology is transforming service research discourses about service innovation and value co-creation. We adopt the concept of technology smartness’ to refer to the ability of technology to sense, adapt and learn from interactions. Accordingly, we seek to address how smart technologies (i.e. cognitive and distributed technology) can be powerful resources, capable of innovating in relation to actors’ agency, the structure of the service ecosystem and value co-creation practices.

Design/methodology/approach

This conceptual article integrates evidence from the existing theories with illustrative examples to advance research on service innovation and value co-creation.

Findings

Through the performative utterances of new tech words, such as onlife and materiality, this article identifies the emergence of innovative forms of agency and structure. Onlife agency entails automated, relational and performative forms, which provide for new decision-making capabilities and expanded opportunities to co-create value. Phygital materiality pertains to new structural features, comprised of new resources and contexts that have distinctive intelligence, autonomy and performativity. The dialectic between onlife agency and phygital materiality (structure) lies in the agencement of smart tech–enabled value co-creation practices based on the notion of becoming that involves not only resources but also actors and contexts.

Originality/value

This paper proposes a novel conceptual framework that advances a tech-based ecology for service ecosystems, in which value co-creation is enacted by the smartness of technology, which emerges through systemic and performative intra-actions between actors (onlife agency), resources and contexts (phygital materiality and structure).

本文旨在探讨智能技术如何改变有关服务创新和价值共创的服务研究论述。我们采用 "技术智能 "这一概念来指技术感知、适应和从互动中学习的能力。因此,我们试图探讨智能技术(即认知技术和分布式技术)如何成为强大的资源,能够在行为主体的代理、服务生态系统的结构和价值共创实践方面实现创新。研究结果本文通过 "生命 "和 "物质性 "等新科技词汇的表演性表达,确定了代理和结构的创新形式。在线代理包含自动化、关系性和表演性形式,提供了新的决策能力和共同创造价值的更多机会。植物实体性涉及新的结构特征,由新的资源和环境组成,具有独特的智能性、自主性和表演性。生活中的能动性与植物实体性(结构)之间的辩证关系在于,基于 "成为 "概念的智能技术驱动的价值共创实践的能动性,不仅涉及资源,还涉及参与者和环境。原创性/价值 本文提出了一个新颖的概念框架,推进了以技术为基础的服务生态系统生态学,在该生态学中,价值共创是通过技术的智能性实现的,而技术的智能性则是通过参与者(生活机构)、资源和环境(实体物质性和结构)之间的系统性和表演性内部互动实现的。
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引用次数: 0
Blending access-based services and triadic frameworks: an empirical evaluation of Packaging-as-a-Service 混合基于访问的服务和三元框架:包装即服务的实证评估
IF 10.6 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-03-05 DOI: 10.1108/josm-07-2023-0303
Stefanie Fella, Christoph Ratay

Purpose

Recently emerged Packaging-as-a-Service (PaaS) systems adopt aspects of access-based services and triadic frameworks, which have typically been treated as conceptually separate. The purpose of this paper is to investigate the implications of blending the two in what we call “access-based triadic systems,” by empirically evaluating intentions to adopt PaaS systems for takeaway food among restaurants and consumers.

Design/methodology/approach

We derived relevant attributes of PaaS systems from a qualitative pre-study with restaurants and consumers. Next, we conducted two factorial survey experiments with restaurants (N = 176) and consumers (N = 245) in Germany to quantitatively test the effects of those system attributes on their adoption intentions.

Findings

This paper highlights that the role of access-based triadic system providers as both the owners of shared assets and the operators of a triadic system is associated with a novel set of challenges and opportunities: System providers need to attract a critical mass of business and end customers while balancing asset protection and system complexity. At the same time, asset ownership introduces opportunities for improved quality control and differentiation from competition.

Originality/value

Conceptually, this paper extends research on access-based services and triadic frameworks by describing an unexplored hybrid form of non-ownership consumption we call “access-based triadic systems.” Empirically, this paper addresses the need to account for the demands of two distinct target groups in triadic systems and demonstrates how factorial survey experiments can be leveraged in this field.

目的最近出现的 "包装即服务"(PaaS)系统采用了基于访问的服务和三元组框架的各个方面,而这两者通常在概念上是分开的。本文旨在通过对餐厅和消费者采用外卖食品 PaaS 系统的意向进行实证评估,研究将两者融合在我们所称的 "基于访问的三元组系统 "中的意义。接下来,我们对德国的餐馆(N = 176)和消费者(N = 245)进行了两次因子调查实验,以定量测试这些系统属性对其采用意向的影响。研究结果本文强调,基于访问的三方系统提供商既是共享资产的所有者,又是三方系统的运营商,其角色与一系列新的挑战和机遇相关联:系统提供商需要在平衡资产保护和系统复杂性的同时,吸引足够数量的企业和终端客户。从概念上讲,本文通过描述一种尚未探索的非所有权消费混合形式(我们称之为 "基于接入的三元系统"),扩展了对基于接入的服务和三元框架的研究。在经验方面,本文探讨了在三元系统中考虑两个不同目标群体需求的必要性,并展示了如何在这一领域利用因子调查实验。
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引用次数: 0
The origins of digital service innovation (DSI): systematic review of ontology and future research agenda 数字服务创新(DSI)的起源:本体论系统回顾与未来研究议程
IF 10.6 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-02-20 DOI: 10.1108/josm-12-2022-0404
Josip Marić, Mirjana Pejić Bach, Shivam Gupta

Purpose

The purpose of this study is to disclose ontology of DSI as a novel concept in servitization community, explore the research context and themes (i.e. technological and industrial sectors) where DSI emerges, unveil methodological complexities of the research on digital servitization and DSI and provide guidelines for future research avenues regarding DSI.

Design/methodology/approach

Bearing in mind the relative novelty of DSI as a concept in servitization literature, the authors adopted a systematic literature review approach to identify 111 peer-reviewed articles published in English language and available in business and management disciplines via scholar databases (Scopus). The analysis of literature discloses descriptive and thematic insights regarding digital servitization and DSI.

Findings

The study provides valuable insights from the descriptive and thematic analyses where classification of articles per publication year, citations, methodology/type of the paper, geographical location of data collection, as well as industrial sector and technological contexts are discussed. Moreover, the unique value of this study is observed through its specific focus on the characteristics of DSI-related literature.

Originality/value

The study is among the first of its kind to provide extensive descriptive and thematic insights on the available literature dealing with digital servitization and DSI, mapping out prior research across a wide spectrum of publication outlets and illustrating the chronological evolution of research on digital servitization and DSI.

目的本研究旨在揭示DSI作为服务化领域新概念的本体,探索DSI出现的研究背景和主题(即技术和工业领域),揭示数字服务化和DSI研究方法的复杂性,并为未来有关DSI的研究途径提供指导。设计/方法/途径 考虑到 DSI 作为服务化文献中的一个概念相对新颖,作者采用了系统的文献综述方法,通过学者数据库(Scopus)确定了 111 篇商业和管理学科领域以英语发表的同行评审文章。研究结果本研究通过描述性分析和主题分析提供了有价值的见解,其中讨论了按出版年份、引用次数、方法/论文类型、数据收集的地理位置以及工业部门和技术背景对文章进行的分类。此外,本研究的独特价值还体现在它对 DSI 相关文献特点的特别关注上。原创性/价值本研究是同类研究中首次对涉及数字服务化和 DSI 的现有文献进行广泛的描述性和专题性深入分析的研究,它描绘了各种出版渠道的先前研究,并说明了数字服务化和 DSI 研究的时间演变。
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引用次数: 0
Is webcare good for business? A study of the effect of managerial response strategies to online reviews on hotel bookings 网络关怀对企业有利吗?管理者应对在线评论的策略对酒店预订的影响研究
IF 10.6 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-02-08 DOI: 10.1108/josm-05-2023-0219
Ana Isabel Lopes, Edward C. Malthouse, Nathalie Dens, Patrick De Pelsmacker

Purpose

Engaging in webcare, i.e. responding to online reviews, can positively affect consumer attitudes, intentions and behavior. Research is often scarce or inconsistent regarding the effects of specific webcare strategies on business performance. Therefore, this study tests whether and how several webcare strategies affect hotel bookings.

Design/methodology/approach

We apply machine learning classifiers to secondary data (webcare messages) to classify webcare variables to be included in a regression analysis looking at the effect of these strategies on hotel bookings while controlling for possible confounds such as seasonality and hotel-specific effects.

Findings

The strategies that have a positive effect on bookings are directing reviewers to a private channel, being defensive, offering compensation and having managers sign the response. Webcare strategies to be avoided are apologies, merely asking for more information, inviting customers for another visit and adding informal non-verbal cues. Strategies that do not appear to affect future bookings are expressing gratitude, personalizing and having staff members (rather than managers) sign webcare.

Practical implications

These findings help managers optimize their webcare strategy for better business results and develop automated webcare.

Originality/value

We look into several commonly used and studied webcare strategies that affect actual business outcomes, being that most previous research studies are experimental or look into a very limited set of strategies.

目的参与网络关怀,即回应在线评论,可以对消费者的态度、意向和行为产生积极影响。关于特定网络关怀策略对企业绩效的影响的研究往往很少或不一致。因此,本研究测试了几种网络关怀策略是否以及如何影响酒店预订量。我们将机器学习分类器应用于二手数据(网络关怀信息),以对网络关怀变量进行分类,并将其纳入回归分析,研究这些策略对酒店预订量的影响,同时控制可能存在的混杂因素,如季节性和酒店的特定影响。研究结果对预订量有积极影响的策略是将评论者引导至私人渠道、采取防御性态度、提供补偿以及让经理在回复上签字。应避免的网络护理策略包括道歉、仅询问更多信息、邀请顾客再次光临以及添加非正式的非语言暗示。这些发现有助于管理者优化他们的网络关怀策略,以获得更好的业务成果,并开发自动化网络关怀。原创性/价值我们研究了影响实际业务成果的几种常用和已研究过的网络关怀策略,因为之前的大多数研究都是实验性的,或者研究的策略非常有限。
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Journal of Service Management
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