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Where Is Customer Experience (CX) Research Heading? A Personal Commentary

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Abstract

Purpose: This paper aims to comment on the evolution of customer experience research from a customer experience researcher, practitioner, and consumer viewpoint. Design/methodology/approach: This commentary is a reflection based on the investigations put forward in this special issue, extant academic and managerial literature, and personal perspectives. Findings: While nascent in terms of constructs, CX has developed satisfactorily from a research perspective. That being said, CX research that guides and aids managerial practices is still lacking. Without being relevant to practice, CX research might fail to deliver on its promise to shape practice and positively impact consumers and their experiences. Research limitations/implications: Service marketing researchers are encouraged to consider the current "status quo" of CX research and how a possible repositioning and refocusing of their efforts could advance CX research and, more importantly, CX practices. Practical implications: CX practitioners can indeed learn from CX researchers if research aligns with the aim of guiding and assisting practices. Originality/value: This special issue expands our understanding of the effect of physical context on customer experience. The commentary challenges the overall direction in which CX research is heading and offers valuable guidance on how to turn these challenges into opportunities.
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Where Is Customer Experience (CX) Research Heading? A Personal Commentary
Philipp “Phil” Klaus
Professor of Customer Experience Strategy and Management, International University of
Monaco, Omnes Education Research Center, 2 Avenue Albert II, 98000 Monaco, Monaco
phone+377 97 98 69 86, email: pklaus@monaco.edu 
Please cite as:
Klaus Ph. (2022), "Where Is Customer Experience (CX) Research Heading? A Personal
Commentary," Journal of Services Marketing. https://doi.org/10.1108/JSM-05-2022-0169
Author Biography
Philipp ‘Phil’ Klaus is widely considered one of the leading global Customer Experience
Strategists. He is one of the Worlds Top 2% of Scientists, Professor of Customer Experience
Strategy and Management at the International University of Monaco, the founder of Dr. Phil Klaus
& Associates Consulting, best-selling author of Measuring Customer ExperienceHow to
Develop and Execute the Most Profitable Customer Experience Strategies,Chairman of the PK
Customer Experience Institute, and holds multiple visiting professorships around the globe. His
award-winning research has appeared in a wide range of top-tier academic and managerial journals
and numerous books. He is a frequent keynote speaker at public and in-company seminars and
conferences around the world. He is an experienced manager and management consultant with an
active, international portfolio of Blue-Chip clients for whom he advises on customer experience
strategy, profit enhancement, “next practice,” and business development.
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Where Is Customer Experience (CX) Research Heading? A Personal Commentary
Purpose:
This paper aims to comment on the evolution of customer experience research from a customer
experience researcher, practitioner, and consumer viewpoint.
Design/methodology/approach:
This commentary is a reflection based on the investigations put forward in this special issue,
extant academic and managerial literature, and personal perspectives.
Findings:
While nascent in terms of constructs, CX has developed satisfactorily from a research
perspective. That being said, CX research that guides and aids managerial practices is still
lacking. Without being relevant to practice, CX research might fail to deliver on its promise to
shape practice and positively impact consumers and their experiences.
Research limitations/implications:
Service marketing researchers are encouraged to consider the current status quo of CX
research and how a possible repositioning and refocusing of their efforts could advance CX
research and, more importantly, CX practices.
Practical implications:
CX practitioners can indeed learn from CX researchers if research aligns with the aim of guiding
and assisting practices.
Originality/value:
This special issue expands our understanding of the effect of physical context on customer
experience. The commentary challenges the overall direction in which CX research is heading
and offers valuable guidance on how to turn these challenges into opportunities.
3
Where Is Customer Experience (CX) Research Heading? A Personal Commentary
Introduction
Allow me to take you on a journey. Along the way, you will learn about some of my colleagues
and my thoughts on how to write a commentary on CX research.
Guest Editor Dr. Helen Bruce kindly invited me to share my thoughts on this special
issue focusing on the effect of the physical context on customer experience. Thank you, Helen,
for giving me this opportunity.
While looking at other commentaries, I found some excellent examples, such as
Rosenbaum et al. (2017) and Cronin (2021). While I appreciate my colleagues work, I couldnt
help but notice that their style did not necessarily reflect what I am trying to convey here: my
passion for CX research. The more I read, I noticed that the line between commentary and
viewpoint is often blurry, enriching rather than limiting the authors work. I base this
observation, biased by default, on my readings of multiple commentaries. I have seen
commentaries including personal reflections and perspectives as more personal, dynamic, and
impactful. For example, Bateson (2021) reports on personal experiences of aging and
servicescapes from both a researcher’s and consumers viewpoint, raising points most relevant to
this special issue.
One could presume an absence of clear guidance on what constitutes a commentary.
Commentaries range from highly quantitative pieces, such as Kunz et al. (2019), to personal
reflections, such as Deighton (1997). Most, though, are positioned between these anchor points,
reminding me of the analysis of marketing practices conducted by Coviello et al. in 2002. The
tendency to stand on the shoulders of giants is embedded in us as researchers; we accept and
appreciate the function and necessity of this dynamic. But I often ask myself whether we are
losing some of the richness that would allow us to advance our science. By richness, I refer to the
fact that so many of the insights that my valued colleagues, managers, clients, and friends have
shared with me have yet to appear in a peer-reviewed publication. Does that mean they are less
relevant, valuable, or important to advancing CX and CX research? This is where commentaries
allow researchers to go beyond the data at hand by including thoughts and perceptions they
collected from their experiences. Every journal editor who permits and even encourages these
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commentaries and viewpoints should be applauded. After all, disagreement leads to knowledge
advancement (Pomerantz, 1984). Therefore, we should allow more space for views contrary to
our current state.
The remainder of the paper is organized as follows: I will take the liberty to use this
opportunity to first, outline the effects of the physical context on CX, the focus of the Special
Issue. From this context-specific view I will take a more global view of consumers and managers
CX perceptions. These two themes will allow me to introduce my take on the current state of CX
research and opportunities I see arising. I will examine in more detail two themes I believe might
be of particular interest, the ordinary/citizenship experience, and the challenge of CX as a
holistic and dynamic construct. With this in mind, I now comment on the aim, objectives, and
scope of this special issue in the broader context of CX research development.
The Effect of Physical Context on CX
The call for this special issue highlights that despite the rise of digital and virtual services,
physical context still significantly impacts the customer experience. The authors refer to service
contexts, including tourism and education, as ripe for heavy investment in physical settings. The
argument reflects a service focus, thus emphasizing one of the CX research conundrums: the
confusion of differentiating between services and customer experience (Gopalani and Shick,
2011; Klaus and Maklan, 2012). Recently researchers (e.g., De Keyser et al., 2020) highlight that
experiences do not emerge from service encounters, and therefore the service experience as a
specific context alone. Thus, the customer experience needs to be seen as a more holistic
construct (Lemon and Verhoef, 2016). At the core of the service experience argument lies the
assumption that customers experiential perceptions develop according to context (e.g., Lemke et
al., 2010). Researchers have frequently challenged this notion (e.g., Roy, 2018), and there seems
to be no clear consensus regarding whether CX is indeed context-specific.
CXs holistic nature poses a challenge to CX research, which traditionally focuses on
context-specific contributions (De Keyser et al., 2020). With new insights come new contexts to
test in the hopes of broadening the generalizability of findings. This process, while thorough,
doesnt allow itself to keep pace with practice (Eckhardt et al., 2019). Rosenbaum and Russell-
Bennett (2019) confirm this fact, adding that researchers often overstretch their findings
generalizability to compensate for this shortcoming. That indicates that researchers can convert
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findings from substantive theories towards more generalizable theories and applications
(Kuppelwieser and Klaus, 2020). Subsequently, by focusing on one aspect or context (in this
case, the effect of physical contexts on CX), special issues can be instrumental in accelerating
the development toward generalizability.
Physical context is a part of the overall customer experience, from brick-and-mortar retail
(Pauwels and Neslin, 2015) and tourism (Adhikari and Bhattacharya, 2016) to hospitality (Wall
and Berry, 2007) and other contexts highlighted by the contributions in this special issue.
However, certain trends hinder the generalizability of these findings. One of these trends is that
most new businesses are, first and foremost, digital in nature (Kraus et al., 2018). While one
could argue that in a traditional business setting omnichannel management increases the
importance of digital integration to provide a desirable CX, the majority of new business
platforms are based upon and enabled by digital technology platforms (Ciriello, Richter, and
Schwabe, 2018). In these cases, the physical context is either irrelevant or simply a possible
component of future business extensions (Zaki, 2019). Another trend limiting the applicability of
the findings is the tendency toward an omnichannel setting (e.g., Thaichon et al., 2020). This
supports the notion that CX begs holistic rather than context-specific research (Petermans et al.,
2013). The consumer is one key stakeholder who seems to understand CXs holistic nature
(Trischler et al., 2018).
Consumer and Managerial CX Perceptions
Researchers argue that customer experience is a key element of customers perceptions of
marketplace offerings and entails “every point of contact at which the customer interacts with the
business, product, or service” (Grewal et al., 2009, p. 1). Customer experience, while also
connected to the process of experiencing, is frequently linked to stimulus-based attributes and
customers reactions and attitudes to a stimulus (Lipkin, 2016). Customer experience has, for
example, been defined as the “evolvement of a person’s sensorial, affective, cognitive, relational,
and behavioral responses to a firm or brand by living through a journey of touchpoints along pre-
purchase, purchase, and post-purchase situations and continually judging this journey against
response thresholds of co-occurring experiences in a person’s related environment” (Homburg et
al., 2017, p. 384). Like quality and satisfaction, experiences are holistic and emerge from
customers interactions with products, services, companies, brands, and relationships. Thus,
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consumers perceive the customer experience as an ongoing, dynamic process (McColl-Kennedy
et al., 2015). Because of this dynamic nature, static applications or processes, such as focusing
on a particular part or context of the experience, will not deliver the insights researchers and
managers are looking for (Verhoef et al., 2009). While it might be a start to build substantive
insights, this ‘bottom up’, mostly static approach needs to be complemented and extended upon
to gain insights mirroring the CX phenomenon more closely. If we agree that the customer
experience can only be sufficiently investigated by addressing CXs dynamic and holistic nature,
then we must extend this notion by delivering managerially relevant research. We can achieve
this by developing research that links customer experiences to consumer behavior, such as
purchasing and word-of-mouth behavior. Only research linking the above to managerial
applications and business performance will close this gap.
CX ResearchWhere Are We Now?
CXs conceptual roots sit in extensive examinations of customer satisfaction, perceived quality,
and value in various empirical settings (e.g., Homburg et al., 2017), and a move away from more
traditional product-related marketing practices (Shostack, 1977). This experience frequently
details consumers perceptions of firm-controlled factors, such as promotion, price, merchandise,
supply chain, and location (Grewal et al., 2009). However, the CX phenomenon is much larger,
with customer experience having been defined as “the internal and subjective response customers
have to any direct or indirect contact with the company” (Meyer and Schwager, 2007, p. 118).
Researchers are understandably interested in nuances and types of experiences for the
aforementioned reasons. While customer experience is an all-encompassing construct, the
existing literature frequently centers on extraordinary experiences related to, for example,
hedonic shopping (Arnold and Reynolds, 2003). Consumers seek unique experiences in their
pursuit of adventure (Jensen et al., 2015) and simple enjoyment (Hirschman and Holbrook,
1982). The ensuing memorable, extraordinary, and unique experiences (Arnould and Price,
1993) create positive emotions, boosting consumers purchasing frequency and loyalty
(Schouten et al., 2007). Research has justifiably concentrated on these extraordinary experiences
(Arnould and Price, 1993), memorable emotions, aspirations, and sensations (Pine and Gilmore,
1998). Figure 1, using a bibliometric Leximancer software analysis, following the guidance of
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Donthu et al. (2021) visualizes the origins and relationships between the corresponding customer
experience research. It provides an overview to establish that CX literature revolves around the
theme of extraordinary experiences.
Figure 1 CX Extraordinary Experiences Theme
Different research streams have emerged from the extraordinary experience theme. The
work of Verhoef et al. (2009), and the corresponding Journal of Retailing special issue
summarizing and stimulating different streams, focused on value and customer experience
management research (Lemon and Verhoef, 2016). I call this development the second wave of
CX research (see Figure 2 for a visualization). The following Figure 2 visualizes the seminal
works of this second CX research wave and the relationships between these studies.
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Figure 2 Second Wave of Customer Experience Literature
Us taking stock entails a look into the future and a critical assessment of the most recent past,
which I will discuss in the next section.
CX ResearchWhere Shall We Go from Here?
Theory is born in practice, is refined in research, and must return to practice if research is to
entail more than draining energy from the main business beyond idle speculation. I often refer to
Dickoff et al. (1968) to remind myself of my aim as a CX researcher: to guide and support
practice. By practice, I refer not only to the usual B2C but also to government-to-citizen (G2C)
experiences, which are, regrettably, except for some of our colleagues’ work (e.g., Abella et al.,
2019), often forgotten. Therefore, I was delighted to see this special issue’s call for papers on a
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collective view of experiences. By focusing on society, researchers will also deliver impactful
work that can guide managers and governments alike in increasing our overall quality of life and
well-being. The latter two are great examples of how we, as researchers, can impact outcomes
that have an overarching positive effect on society.
This leads me to reflect on where we are and where we can go. While I am aware that
Figures 1 and 2 may oversimplify CX research and its achievements, I cannot help taking a long
look in the mirror and asking myself how much we have progressed since the 2016 Lemon and
Verhoef paper, outlining plenty of opportunities, many of them resonating with my earlier
thoughts. I know we can do better than this. I am confident that CX researchers can have a
tremendous impact on CX practices. We have an unprecedented opportunity to change practices
toward delivering better experiences for consumers/citizens around the globe. In the next section,
I highlight some of these opportunities.
Ordinary and Citizenship Experiences
Carù and Cova (2003) critiqued the overemphasis of research focusing on extraordinary events.
They argued that underlining various customer experience intensity levels will offer a richer
appreciation of CXs potential and its influence on customers lives. I agree with this notion and
encourage researchers to explore customers everyday lives and experiences (Kranzbühler et al.,
2018). While extraordinary experiences create stronger emotions, ordinary experiences can
stimulate important customer outcomes (Carù and Cova, 2003). Ordinary experiences create
long-lasting impact through their regularity and immersion in all areas of everyday life
(Bhattacharjee and Mogilner, 2014). Thus, they are perfectly suited not only for generalizable
insights but also for important customer and citizen outcomes, such as well-being and quality of
life. Additionally, they deliver insights that can only be generated and conceptualized from a
consumers viewpoint.
CXs Dynamic and Holistic Nature
I am confident we can agree that CXs dynamic and holistic nature has yet not been addressed
sufficiently. This leads to numerous opportunities. For example, as Babin et al. (2020) point out,
referring to Kuppelwieser and Klaus (2021), researchers could challenge CXs proposed multi-
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dimensional nature. This, in turn, could lead to the development of generalizable scales, which
link to managerial aims and objectives more easily.
Recall that managers are interested in and think in overall perceptions rather than silos
and contexts. From my own experience with clients, I can share that managers are interested in
what all their targets have in common. Only when this is established and known throughout the
organization are managers interested in more granular insights according to their segmentation
and targeting practices. Subsequently, researchers could think in terms of looking at platforms
generating generalizable CX insights rather than contexts.
Alternatively, researchers could explore generalizable dynamics different customer
segments have in common. For example, how do consumers perceive their experiences with a
particular provider/service offering when they first interact versus when the interactions repeat or
become more frequent? We also need to keep in mind which communications strategies will
work best with managers to connect with their customers and what methods address CXs
dynamic nature in the best possible way (for a complete review, see Klaus, 2019).
Please recall that the methods we use to develop theory are different from the way
practices are developed. We need to at least contemplate changing our approaches and methods
accordingly. Figure 3 highlights some of the research opportunities arising from my
commentary.
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Figure 3 CX Research Opportunities

 


 








 
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... The concept of the Citizenship Experience (CZX) has emerged as a significant area of exploration within consumer behavior research, reflecting a shift from the traditional focus on purchasing behavior to broader, more holistic interactions individuals have with public services and infrastructure (Klaus, 2022). While consumer experiences with private sector services have been extensively studied, the everyday interactions that individuals engage in, such as using public transportation, interacting with government services, and navigating urban environments, remain underexplored (Klaus, 2022;Kuppelwieser and Klaus, 2021). ...
... The concept of the Citizenship Experience (CZX) has emerged as a significant area of exploration within consumer behavior research, reflecting a shift from the traditional focus on purchasing behavior to broader, more holistic interactions individuals have with public services and infrastructure (Klaus, 2022). While consumer experiences with private sector services have been extensively studied, the everyday interactions that individuals engage in, such as using public transportation, interacting with government services, and navigating urban environments, remain underexplored (Klaus, 2022;Kuppelwieser and Klaus, 2021). These citizenship experiences are critical in shaping the overall well-being and quality of life of individuals, highlighting the need for a comprehensive understanding of how these experiences can be optimized to benefit society as a whole (Klaus, 2022). ...
... While consumer experiences with private sector services have been extensively studied, the everyday interactions that individuals engage in, such as using public transportation, interacting with government services, and navigating urban environments, remain underexplored (Klaus, 2022;Kuppelwieser and Klaus, 2021). These citizenship experiences are critical in shaping the overall well-being and quality of life of individuals, highlighting the need for a comprehensive understanding of how these experiences can be optimized to benefit society as a whole (Klaus, 2022). For example, citizens' interactions with public transportation systems can significantly influence their daily routines and stress levels. ...
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This article explores the emerging concept of the Citizenship Experience (CZX), which encompasses the interactions individuals have with public services and infrastructure. Synthesizing insights from the recent literature and findings from our Special Issue, we highlight key areas, including public services, urban mobility, healthcare digital transformation, urban design, and taxation. We propose a future research agenda focused on integrating technology, applying user-centered design, evaluating digital government initiatives, enhancing transparency in policies, and fostering community engagement through urban design. This framework aims to enhance CZX and contribute to citizens' overall well-being.
... For the individual citizen this might not only have disrupted consumption opportunities (Grimmer, 2021) but also the "positive connection or bond between a person and a particular place" (Williams and Vaske, 2003, p. 831), that is, between them and their city of residence and its servicescape (Rosenbaum et al., 2017). This paper advances that this bond or place attachment (Chen et al., 2014a;Xu et al., 2022) can be maintained or re-mobilised by providing ample opportunities for citizenship experiences (CZX) (Klaus, 2022;Zhe et al., 2023) through the transformative potential of transitional servicescapes. A transitional servicescape enables a temporary, and at times reoccurring, usage of, and interface between, space and scape (Finsterwalder and Hall, 2016) to facilitate citizens' everyday experiences or citizenship experiences, and outcomes (Klaus, 2022), such as their wellbeing. ...
... This paper advances that this bond or place attachment (Chen et al., 2014a;Xu et al., 2022) can be maintained or re-mobilised by providing ample opportunities for citizenship experiences (CZX) (Klaus, 2022;Zhe et al., 2023) through the transformative potential of transitional servicescapes. A transitional servicescape enables a temporary, and at times reoccurring, usage of, and interface between, space and scape (Finsterwalder and Hall, 2016) to facilitate citizens' everyday experiences or citizenship experiences, and outcomes (Klaus, 2022), such as their wellbeing. This aligns with Rosenbaum et al.'s (2017) notion of how servicescapes can promote consumer welfare and with the TSR concept of elevating the human experience by Fisk et al. (2020). ...
... A customer experience is extremely dynamic (Klaus and Kuppelwieser, 2021). Research highlights that "physical context [e.g., a city's servicescape] still significantly impacts the customer experience" (Klaus, 2022). In a disaster setting the physical context can become a source of anxiety and stress (Silver and Grek-Martin, 2015). ...
... The ultimate goal of research on consumers' psychological experiences is to guide and support practice (Klaus 2022). Our research findings present several important implications for managers in the service industry, particularly those in sectors where service robots are deployed or being considered for deployment. ...
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Service industries are increasingly utilizing service robots to substitute or collaborate with human service providers. Extant literature mainly focuses on studying the usability of service robots and found that consumers with high socioeconomic status (SES) have an advantage in adopting new technology, given their high educational level and abundant resources. However, little research has paid attention to the psychological preference of low SES consumers when facing the choice of service robots and human service agents. This research investigates how consumers' SES influences their concerns and expectations when facing interpersonal interactions in services and, in turn, affects their preferences for service agents (robot vs. human). Across four studies, we found that low SES consumers are more concerned of being evaluated by human service agents in luxury shopping contexts, leading to the preference for interacting with service robots. In contrast, high SES consumers display a higher expectation of receiving preferential treatment from human service agents, but it does not increase high SES consumers' preference for human service agents over service robots. Furthermore, we found that varying the service environment (i.e., a store located in a neighborhood matches with low SES consumers' status) attenuated low SES consumers' preference for service robots. This research offers novel insights for marketers' use of service robots to promote consumer experience and well‐being.
... The concept of social identification has, to this point, not been applied to experiences. With the growth of the experience economy, a need to better understand the experiential aspects of consumption is evident (Barhorst et al., 2023;Klaus, 2023). Specifically, researchers acknowledge that in today's multichannel environment, customers' real-world lived experiences may be impacted by online channels (e.g. ...
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Purpose This paper aims to examine the transformative role of experience identification in connecting online communities to offline experiences. This study also aims to understand if consumers in the pre-experience stage can identify with an experience and how this influences their subsequent evaluations, focusing on the impact of online community participation. Design/methodology/approach A theoretical model, based on social identity theory, is tested using a two-study approach. Study 1 involves first-time cruisers in an online cruise community. Study 2 extends the findings to a broader range of travel experiences, including both first-time and repeat travelers. Findings Results suggest that experiential consumers can identify with an experience in the pre-experience stage through two key community participation variables – experience imagination and emotional significance. Experience identification directly influences loyalty, which subsequently impacts word-of-mouth and satisfaction post-experience. Practical implications Service providers should leverage forums, brand communities and social media platforms to enhance interactivity between experienced and first-time customers. Strategies are presented to foster user interaction and interconnectedness, boosting consumer satisfaction and loyalty and providing a competitive advantage from the outset of the customer journey. Originality/value Despite the recognized importance of experiential consumption, the marketing literature has largely focused on the actual consumption experience, overlooking the pre-experience stage. This research highlights the critical role of the pre-experience stage, showing that the value of an experience begins before the service encounter and continues after it ends.
... They can also offer a wide range of customized goods or services by understanding buyers' expectations on their service marketing platforms (Zheng et al., 2022;Klaus et al., 2023). As customers are valuable assets for every business, experts strive to adopt practical strategies for prevent customers' churning, acquiring new ones and retaining them for the long term (Klaus, 2023). They use various methods to understand customer behaviors and their past shopping experiences, enabling them to tailor products or services effectively to meet customer preferences, prevent their churn and strengthen firms' competitive advantages (Kuppelwieser and Klaus, 2020;Ehsani and Hosseini, 2023b). ...
... They can also offer a wide range of customized goods or services by understanding buyers' expectations on their service marketing platforms (Zheng et al., 2022;Klaus et al., 2023). As customers are valuable assets for every business, experts strive to adopt practical strategies for prevent customers' churning, acquiring new ones and retaining them for the long term (Klaus, 2023). They use various methods to understand customer behaviors and their past shopping experiences, enabling them to tailor products or services effectively to meet customer preferences, prevent their churn and strengthen firms' competitive advantages (Kuppelwieser and Klaus, 2020;Ehsani and Hosseini, 2023b). ...
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Purpose As internet banking service marketing platforms continue to advance, customers exhibit distinct behaviors. Given the extensive array of options and minimal barriers to switching to competitors, the concept of customer churn behavior has emerged as a subject of considerable debate. This study aims to delineate the scope of feature optimization methods for elucidating customer churn behavior within the context of internet banking service marketing. To achieve this goal, the author aims to predict the attrition and migration of customers who use internet banking services using tree-based classifiers. Design/methodology/approach The author used various feature optimization methods in tree-based classifiers to predict customer churn behavior using transaction data from customers who use internet banking services. First, the authors conducted feature reduction to eliminate ineffective features and project the data set onto a lower-dimensional space. Next, the author used Recursive Feature Elimination with Cross-Validation (RFECV) to extract the most practical features. Then, the author applied feature importance to assign a score to each input feature. Following this, the author selected C5.0 Decision Tree, Random Forest, XGBoost, AdaBoost, CatBoost and LightGBM as the six tree-based classifier structures. Findings This study acclaimed that transaction data is a reliable resource for elucidating customer churn behavior within the context of internet banking service marketing. Experimental findings highlight the operational benefits and enhanced customer retention afforded by implementing feature optimization and leveraging a variety of tree-based classifiers. The results indicate the significance of feature reduction, feature selection and feature importance as the three feature optimization methods in comprehending customer churn prediction. This study demonstrated that feature optimization can improve this prediction by increasing the accuracy and precision of tree-based classifiers and decreasing their error rates. Originality/value This research aims to enhance the understanding of customer behavior on internet banking service platforms by predicting churn intentions. This study demonstrates how feature optimization methods influence customer churn prediction performance. This approach included feature reduction, feature selection and assessing feature importance to optimize transaction data analysis. Additionally, the author performed feature optimization within tree-based classifiers to improve performance. The novelty of this approach lies in combining feature optimization methods with tree-based classifiers to effectively capture and articulate customer churn experience in internet banking service marketing.
... In recent years, there has been growing recognition of the importance of the citizenship experience (CZX) in influencing consumer wellbeing and quality of life (Klaus, 2023). The traditional segmentation of consumers has primarily focused on purchasing behavior, leaving a significant gap in our understanding of the experiences shared by individuals in their roles as citizens. ...
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In recent years, there has been growing recognition of the importance of the citizenship experience (CZX) in influencing consumer well-being and quality of life (Klaus, 2023). The traditional segmentation of consumers has primarily focused on purchasing behavior, leaving a significant gap in our understanding of the experiences shared by individuals in their roles as citizens. Klaus articulates this under-researched yet crucial field, emphasizing the need to explore how CZX impacts various aspects of consumer life, such as public transportation, government services, urban planning, and healthcare. This Special Issue of the Journal of Retailing and Consumer Services seeks to bridge this gap by inviting scholarly contributions that delve into the dimensions of CZX, providing insights into its effects on consumers, and identifying areas for improvement.
... nevertheless, some previous studies (astou et al., 2021;klaus, 2022;Olaleye et al., 2020;nandonde, 2018) argued that m-payment customers in senegal, West africa, and tanzania-east africa suffer a lack of digital literacy, integration, an unstable network and financial constraints to spend more. Practitioners contend further on traditional thinking that retaining customers is critical to business based on being able to pay more and word of mouth (teeroovengadum, 2022;Zeithaml et al., 1996). ...
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One of the biggest drivers of Tanzania’s economy, inclusion in the digital financial system, and reaching the unbanked population nationwide is mobile payment services. Due to the development of mobile banks and the dynamics of digital technology advances, which make it challenging to comprehend consumer behaviours, the sector, which is served by telecom firms, suffers intense competition. Unfortunately, the topic hasn’t received much attention from marketing professionals, thus this study will focus on examining the connection between service quality and word-of-mouth mediated by customer experience. The second is to investigate how customer experience, through service quality, influences repurchases behaviour. With a sample of 379 Dar Es Salaam residents who utilize mobile payments, the study took a positivist stance. Moreover, the study employed convenient sampling techniques, and the data were analysed with Smart PLS 4. The analysis involved a reflective-formative measure of constructs in lower- and higher-order models and a bootstrapping method for the mediating analysis. The hypotheses were tested and revealed a significant positive relationship between the specific indirect effects of service quality and positive word of mouth and repurchasing intention. The study contributes to the digital financial service marketing sector and recommends that policymakers and managers substantiate customer experience for better communication and marketing strategies.
Article
Purpose: This study examines the moderating role of dimensions of brand authenticity (continuity, credibility, integrity, and symbolism) in the relationship between evaluations of imperfect experiences and satisfaction within a service experience context. Building on prior research arguing for the subjective evaluation of service experiences as well as for the use of signals during dynamic experiences, that build a shield to protect a brand, it assumes that service experiences range across a continuum of experiential perfection/imperfection. Design/Methodology: Two web-based surveys, one pilot (N=231) and one main (N=349) have been conducted. The survey methodology was complemented by a (Moderated) Structural Equation Modelling (SEM) approach taken for the data analysis. Findings: The findings indicate that imperfect experiences in a restaurant context have a negative influence on satisfaction. Brand continuity, credibility, integrity and symbolism authenticity weakens the negative relationship of imperfect experiences and satisfaction, but this effect seems to depend on the type of experiential imperfections. Originality/Value: The current study provides theoretical and preliminary empirical evidence explaining how dynamic interactions with customers can impact subsequent static experiences; we found that the strength of the relationship between imperfect experiential elements and satisfaction doesn’t only depend on perceived brand authenticity and does not always weaken when brand authenticity is present.
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Purpose The aim of this paper is to be a "Call to Arms" for researching the impact of the changes to the mind body and senses with age on the design of the Servicescape. Design/methodology/approach Personal insight on servicescape research from someone who is both researcher and a healthy aging individual. Findings The over 65’s represent the only growing part of the market in most of the developed world and hence are of growing importance to service businesses the past 20 years this age group, more than any other, has seen significant improvements in health and a consequential increase in spending. Age brings with it changes directly relevant to the evaluation of the service experience and to consumer co-production. Very little is known about the impact of those changes. Practical implications Service businesses urgently need to recognize the opportunity and develop a strategy to deal with it. They will need to develop age neutral servicescapes offering all ages the same quality of experience and the same co-production facilities. Social implications Ageism is one of the major issues facing society today. Consumer ageism is a real issue that permeates the design of the servicescape and potentially services research. Research of all kinds is urgently needed to attack ageism. Originality/value This paper provides fresh insights into an emerging area that needs to have a higher priority. It is based upon the existing research on the servicescape and a multi-disciplinary view of ageing.
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Our study summarizes and synthesizes the content of our Special Issue along with additional information from customer experience (hereafter CX) managers and research to determine the main challenges and opportunities for the most important trend in CX practice and research alike: CX's dynamic nature. While widely acknowledged, CX researchers and managers have been struggling with how to research, address, and successfully manage CX's dynamic nature. Individual contributions build the foundation for our study, establishing a conceptual framework within which to successfully address the four main challenges at hand: time, the role of emotions, personal experience vicinity, and methods. We present guiding research directions and questions emphasizing fruitful avenues of enquiry.
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Purpose In aging societies all over the world, an increased understanding of age and age-related insights is critical to theory development, generalizations, model adaptations and managerial insights. Researchers and managers mostly rely on chronological age for adapting their approaches; they assume chronological age as a customers’ characteristic and neglect differing behaviors between individuals of the same age. When motivations enter the fray, chronological age as an individual’s attribute becomes indiscriminate. Consequently, findings adopting this age concept differ widely. Design/methodology/approach This special issue of the Journal of Services Marketing consists of ten articles that focus on different aspects of aging. Findings The articles change perspectives on age when describing ageing from an individual’s perspective. The articles also comment on social needs and discuss well-being in later life stages. Originality/value The authors offer a broad view on age and ageing to promote age-related research.
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In response to initial voices that put the customer experience (management) (CX(M) hereafter) movement into question, this paper aims to introduce a formal nomenclature to push the CX(M) field toward a more mature state. First, drawing from an inductive analysis of 143 CX(M) papers, the authors identify twelve basic CX components which aggregate into three overarching building blocks - touchpoints (T – i.e., points of interaction between the customer and brand/firm), context (C – i.e., situationally available resources internal and/or external to the customer), and qualities (Q – i.e., attributes that reflect the nature of customer responses and reactions to interactions with the brand/firm). The TCQ nomenclature offers a language to make CX actionable, moving beyond the breadth of the current definition and frameworks by disentangling CX into small bite-sized chunks (i.e., the CX components) that any academic and practitioner, regardless of their discipline, may understand and use to discuss and manage CX. Second, using the TCQ nomenclature, the authors assess the current state of the CX(M) literature and identify mature (e.g., firm-controlled touchpoints and cognitive and emotional qualities associated with CX) and underdeveloped (e.g., non-firm controlled touchpoints and the market and environmental context in which CX emerges) areas ripe for future research. In addition, they also provide a set of recommendations to strengthen the methodological rigor of the field. Third, the TCQ nomenclature may support managers in auditing their current CXM practices and/or serve as a basis for CX design and innovation.
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Purpose The purpose of this paper is to encourage service researchers to engage in “theoretical disruption” by purposefully adding variance to existing substantive theories, and conceptual frameworks, to construct formal theories of buyer–seller marketplace behaviors. The authors put forth an original four-stage process that illustrates the way substantive theories may be developed into formal theories. Design/methodology/approach The authors provide their opinions regarding theoretical creation and their interpretations of Grounded Theory methodological techniques that support the development of general theories within the social sciences. Findings In general, the services marketing discipline is based on a foundation of substantive theories, and proposed conceptual frameworks, which emerged from samples, contexts and conditions that ensue within industrialized, upper-income locales. Rather than seek to expand substantive theories by generating new categories and relationships between categories, most researchers limit their verification studies within the scope of original theoretical frameworks. Resultantly, the services marketing domain has not developed a set of formal theories. Research limitations/implications The editors encourage researchers to reconsider the discipline’s substantive theories and to transform them into formal theories. Substantive theories expand into formal theories when researchers question original theoretical frameworks and show situations in which they require modification. Theoretical verification does not transform substantive theories into formal theories; rather, the discovery of negative cases suggests the need for theoretical modification. Originality/value This work suggests that researchers may be over-emphasizing the generalizability of their proposed theories in papers because of a lack of sample variance in empirical studies.
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Bibliometric analysis is a popular and rigorous method for exploring and analyzing large volumes of scientific data. It enables us to unpack the evolutionary nuances of a specific field, while shedding light on the emerging areas in that field. Yet, its application in business research is relatively new, and in many instances, underdeveloped. Accordingly, we endeavor to present an overview of the bibliometric methodology, with a particular focus on its different techniques, while offering step-by-step guidelines that can be relied upon to rigorously perform bibliometric analysis with confidence. To this end, we also shed light on when and how bibliometric analysis should be used vis-à-vis other similar techniques such as meta-analysis and systematic literature reviews. As a whole, this paper should be a useful resource for gaining insights on the available techniques and procedures for carrying out studies using bibliometric analysis. Keywords: Bibliometric analysis; Performance analysis; Science mapping; Citation analysis; Co-citation analysis; Bibliographic coupling; Co-word analysis; Network analysis; Guidelines.
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The goal of this commentary is to promote the critical thinking and research needed to better understand the challenges that face scholars and practitioners relative to the role of services in the future. Factors creating the need for a reevaluation of existing service options are identified. Suggestions for research related to the role of services in the future are also presented. In addition, opportunities for such research are offered as research directives.
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In this special issue “Moving from Multi-Channel to Omni-Channel Retailing”, the Journal of Retailing and Consumer Services presents a series of papers covering topics to gain a better understanding of research and practices in the move toward Omni-channel retailing. The aim of the special issue is to gain a better understanding of marketing theory and practice in multi-channel and Omni-channel retailing. The topics for the special issue include, but are not limited to (1) The impact of channel integration on consumers’ channel preferences; (2) Service integration in Omni-channel retailing; (3) Customer touchpoint in the context of Omni-channel retailing; (4) Consumer behaviour in Omni-channel retailing; and (5) Building and maintaining customer relationships via Omni-channel retailing.
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Corroboration of empirical insights is critical to theory development, developing generalizations from empirical findings, verifying the validity and reliability of findings, delimiting the scope of empirical findings, and increasing scientific rigor. Despite the widely acknowledged role of replication, corroboration, and synthetization in building scientific knowledge, few elite and top tier marketing and business journals seriously consider for publication papers attempting to reproduce the empirical insights of previously published studies. Consequently, a majority of the top marketing peer-review literature consists mainly of single research endeavors or multiple intra-studies within a single main study (or series of studies) with the result being that the published evidence is built largely on unverified and potentially tenuous findings. This special issue of the Journal of Business Research consists of thirteen articles that use different types of replication research procedures to independently attempt to corroborate previously reported marketing studies that display evidence of representing significant, relevant, theoretical and managerial contributions. We offer introspection on how corroboration fits with other movements in the statistical community to promote a better literature.
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Highlights • Challenges customer experience’s multi-dimensional conceptualization. • EXQ is the first validated B2B customer experience scale covering the entire customer journey. • EXQ validates all three CX stages in B2B and B2C context. • Klaus and Maklan’s original EXQ scale needs to be reconsidered. • Study validates the importance of context when measuring CX.