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{{Paper
|id=Vol-3239/paper24
|storemode=property
|title=A customer perspective on omnichannel customer journey and channel usage: A qualitative study
|pdfUrl=https://ceur-ws.org/Vol-3239/paper24.pdf
|volume=Vol-3239
|authors=Eveliina Mali,Tiina Paananen,Lauri Frank,Markus Makkonen
|dblpUrl=https://dblp.org/rec/conf/stpis/MaliPFM22
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==A customer perspective on omnichannel customer journey and channel usage: A qualitative study==
A Customer Perspective on Omnichannel Customer Journey and
Channel Usage: A Qualitative Study
Eveliina Mali 1, Tiina Paananen 1, Lauri Frank 1, and Markus Makkonen 1
1
University of Jyväskylä, Faculty of Information Technology, Mattilanniemi 2, 40100 Jyväskylä, Finland
Abstract
This qualitative study investigates customer behavior during the omnichannel customer
journey. The study aims to increase the understanding of omnichannel service environments
from a customer-centric point of view. The data was collected by interviewing 10 young adults
(from 26 to 30 years old) who had bought a Finnish clothing brand (R-Collection) product via
a digital or a physical channel. The research interviews dealt with the interviewees' experiences
and channel behavior during their shopping journeys. Our results reflect the multidimensional
nature of the omnichannel customer journey and give interesting insights into the usage of
digital channels and technologies for clothing shopping. The main result of this study is a
model of a customer journey in an omnichannel service environment that combines physical
and digital service channels into a single entity. Thus, this research provides additional
information on how different service channels and environments combine from a customer
perspective.
Keywords 1
Omnichannel, multichannel, customer journey, online shopping, e-commerce, fashion retail,
qualitative study
1. Introduction
Due to digitalization and emerging technologies, consumers use various channels and service
providers for their purchases [1]. Investments in channel integration are reflected in operating profit
growth [2]. Channel integration is also one of the critical factors distinguishing omnichannel from
multichannel [3]. The importance of an omnichannel customer to the business is shown. For example,
satisfied omnichannel customers generate significant revenue for companies [4].
Although omnichannel retailing has been studied especially in marketing for many years, and the
first mentions of the subject can be found in the turn of the 2010s [5,6,7], there are still several research
gaps concerning it. Overall, the concept is highly multidimensional, and there is quite a little research
that would take a holistic view of the phenomenon. For example, the importance of researching the
topic in information systems (IS) since omnichannel services are entirely dependent on technologies
and techniques [8]. Previous research also generally focuses on corporate operations and objectives. It
also defines an organizational perspective at large. As a result, the research conducted purely from a
customer perspective shines in its absence, except for a few recent studies [e.g., 9].
The research question of this study is: How are consumers’ omnichannel customer journeys formed
based on their experiences in the retail clothing shopping context? This qualitative study investigates
customer behavior during an omnichannel shopping journey and gives insight into digital consumer
Proceedings of the 8th International Workshop on Socio-Technical Perspective in IS Development (STPIS 2022); August 19-21 2022 (STPIS)
EMAIL: eveliina.mali@gmail.com (E. Mali); tiina.e.paananen@jyu.fi (T. Paananen); lauri.frank@jyu.fi (L. Frank)
markus.v.makkonen@jyu.fi (M. Makkonen)
ORCID: Not available (E. Mali); 0000-0001-6291-405X (T. Paananen); 0000-0002-3003-3300 (L. Frank); 0000-0002-1553-211X (M.
Makkonen)
©️ 2022 Copyright for this paper by its authors.
Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0).
CEUR Workshop Proceedings (CEUR-WS.org)
299
behavior models and customer experience formation. The study aims to increase the understanding of
omnichannel behavior that integrates digital and physical channel usage and various service providers
into one seamless customer experience. Since studying customer experience is studying the customer
journey [1], the omnichannel customer journey was chosen as the framework for this study. Hence, this
study provides unique information on digital consumption habits and customer behavior in today’s
digitalized omnichannel service environments.
The research context was limited to clothing purchases in an omnichannel service environment.
Fashion retail plays a massive role in e-commerce, and its share of online shopping is significant. In
2017, half of the Finnish consumers bought clothes and accessories online, which is expected to increase
[10]. Official Statistics of Finland (OSF) has studied the development of e-commerce in Finland
between 2013 and 2019, finding that clothing shopping is one of the most common and widespread
forms of online shopping in Finland [11]. For these reasons, this study focuses on the fashion industry.
This paper is structured as follows. Section 2 defines the fundamental concepts of the study based
on previous research. In Section 3, data collection and analysis are presented, and Section 4 presents
the findings of the study. Finally, Section 5 outlines the contributions and managerial implications of
the study and offers suggestions for future research. Also, the limitations of the study are discussed.
2. Literature Review
Retail channels have evolved from single to multichannel and further to omnichannel [e.g., 3,12,8].
The concepts differ in terms of channel integration and user-channel interaction [8]. Although the terms
of omnichannel and multichannel integration are partly overlapping in the literature [13], it is important
to distinguish those. Compared to single and multichannel, omnichannel shifts the focus from channels
to the customer and interaction [14].
Instead of looking at different service channels as separate objects, omnichannel brands utilize the
synergies between channels to expand their service offering [1,15]. Even though the customer-brand-
contact occurs inside a channel, the customer experience is created by interacting with the brand [16].
The touchpoints connect the customer and the brand [17]. Thus, omnichannel is a service environment
integrating all the company’s digital and physical channels into one seamless customer experience [13].
Figure 1 below illustrates the brand-customer interaction in omnichannel service environments in more
depth.
Figure 1: Customer-brand-interaction in omnichannel service environments
The customer journey model is widely used in design science to understand customer behavior [18].
At different customer journey stages, the customer contacts the company or the brand through various
touchpoints, either directly or indirectly [19,18]. With omnichannel service, the customer can freely
choose the time, place, and purchase method [20]. Although customers generally look for integrated
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shopping experiences, their channel choice preferences vary [5]. The customer experience is built on
the touchpoints between the customer and the service provider, and these touchpoints are illustrated
through the customer journey model [13,20]. The omnichannel practice has been confirmed to improve
customers’ behavioral responses toward the brand, leading to better customer satisfaction [21].
Superiorly executed seamless customer experience can lead to intention of repurchase and customer
influence behavior, such as sharing experience through social media [22].
Touchpoint, or a point of contact, is a stimulus that plays a specific role on a customer journey and
transfers a message between the customer and the serv ice provider, brand, or other customers [14].
This encounter creates a customer experience [14]. Channel covers several different contact points [15].
The channel can be company-owned (e.g., web page), customer-owned (e.g., customer's Instagram
feed), or third-party-owned (e.g., retailer channel). Customers use various touchpoints and channels
simultaneously [24,25]. The fast and intuitive movement is emphasized within and between channels
and devices [19]. Hence, the omnichannel customer journey involves unparalleled complexity, such as
interaction choices [26].
Omnichannel is a multidimensional construct involving several concepts like a touchpoint or a point
of contact, a channel, channel integration, seamless customer experience, and a customer journey. The
characteristics of omnichannel are summarized in next Table 1.
Table 1
Omnichannel characteristics
Concept Definition Reference
It is an individual contact between
the customer and the brand
during the customer journey. The
Touchpoint [14,17]
touchpoint has a purpose that
may be either brand or customer-
driven.
The channel covers several
different touchpoints and enables
the interaction between the
Channel customer and the brand. [23,27]
Interaction can be either personal
or non-personal.
The design and objectives of a
channel and the level of
Channel integration coordination that seeks synergies [2]
for both business and users.
Customer experience arises at all
contact points during the
customer journey regardless of
Seamless customer experience [28]
where the touchpoint has been
implemented.
A process or series of multiple
touchpoints that a customer goes
Customer journey through to consume a product or [18]
a service.
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3. Data Collection and Analysis
The omnichannel topic is still relatively new and scarcely studied from the customer’s perspective
[28], which calls for qualitative research to help to increase knowledge on the topic. Due to the
multidimensionality of the omnichannel phenomenon, we chose phenomenography as our research
strategy. Qualitative methods aim to understand social and cultural phenomena [29]. We mapped
experiences on how young adults utilized channels as part of their purchasing processes related to a
clothing brand.
The research focused on clothing to allow multiple touchpoints between a customer and the brand.
Because of the wide-ranging omnichannel phenomenon, the interviews were limited to a single brand.
R-Collection is a well-known Finnish clothing brand and an excellent example of an omnichannel
brand. The company has several brick-and-mortar stores and digital sales channels, and it is active on
social media. It also has other customer-brand touchpoints, including, for example, a loyalty program
and collaborations. Selected retailers also sell R-Collection products. Young adults born in the 1990s
were chosen because they typically utilize various digital channels for shopping and leisure. Further,
they have experienced channel integration and different shopping trends on their own. Each interviewee
had a network connection, various devices and applications, and the opportunity to visit the physical
store at the time of purchase.
The data collection was carried out by interviewing ten voluntary young adults aged 26 to 30 (for
details, see upcoming Table 2). The saturation determined the number of the participants [30]. A
maximum time interval of four months was selected between the purchase of the product and the time
of the study interview. This way, the interviewees could still remember and identify the channels they
had used and their experiences concerning the channels. The interviews were conducted remotely via
Microsoft Teams because of the ongoing COVID-19 pandemic. The interviewees were conducted in
Finnish and transcribed in English.
Table 2
Details of the participants of the study
Age Gender Last Last purchase Transaction channel Interview
purchase (product) from (device) duration
(time) from R-Collection
R-Collection
P1 27 Female 2 weeks Jacket, trousers Brick-and-mortar store 45
(Helsinki
P2 30 Male 1 week Jacket Online store in Instagram 29
(smartphone)
P3 26 Female 1 week Beanie, Online store (smartphone) 38
cardigan, skirt
P4 27 Female 3 months Skirt Retailer’s online store 52
(smartphone)
P5 26 Male 4 months Hat Brick-and mortar store 36
(Kajaani)
P6 28 Male 3 months Jacket Brick-and mortar store 54
(Kajaani)
P7 27 Female 2 months Trousers Tori C2C online marketplace 42
application (smartphone)
P8 26 Female 2 weeks Trousers Online store (computer) 34
P9 26 Female 1 week Jacket, 2x shirt Online store (smartphone) 56
P10 28 Female 2 weeks 2 x trousers Online store (computer) 72
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The interviewees were first briefly presented with the concepts of omnichannel and customer
journey to help them to analyze their experiences. The experiences shared by the interviewees were
recorded and transcribed, and this data was then coded and analyzed. First, the data was coded by
touchpoints and stage of the customer journey. All expressions in which participants described their
actions and experiences were extracted and then identified. The results of the analysis are presented
next.
4. Findings
The findings show different stages of the omnichannel customer journey and illustrate the
individuality of channel usage during the purchasing process. The subsections go through seven
identified critical phases of an omnichannel customer, and the channel usage is discussed under each
subsection.
4.1. Awareness and Need Recognition
The social environment's role was significant in creating awareness of the product in all the
purchasing process descriptions. The affecting social environment included both a physical
environment and social media to a greater extent. However, there were differences among the
interviewees between what influenced them most on social media. Whereas some emphasized the role
of selected identifiable and meaningful social media influencers, some noticed the influence of friends
and family. Also, the impact of direct social media advertising was noticed. On the other hand,
Instagram was part of the interviewees’ daily routines, and the usage was several hours per day. Based
on this, it is easy to understand that social media played an important role in purchasing.
”I guess I had seen the same outfit on a social media influencer I follow. That made the idea of
me wearing it [the outfit] quite natural.” (P1)
As the above citation illustrates, the participants were quite aware and capable of analyzing how
much social media had influenced their purchases. Besides this, the previous brand image formed the
awareness of a product. For example, the interviewee below describes his shopping behavior as
impulsive.
“I might be a somewhat impulsive buyer. But, in the end, I buy quite a little. If I do buy
something, it’s either on a whim or, like usual, I have some special thing [product] on my mind
that I’ve been looking for a long time.” (P5)
4.2. Information Searching and Processing
The salesperson was a critical channel for information retrieval in the brick-and-mortar store. In
other cases, information was sought via various digital channels. The most used digital channels were
the company’s website and Instagram account. Other digital channels used for information retrieval
were web articles, blog texts, and product reviews accessed via Google. The interviewees looked for
information on these channels, especially product features like material or quality.
“In a store, I think it’s natural to ask directly from the salesperson. […] I might ask my friends
about their experiences. If I use Google, I’m interested in articles or posts that are more like
stories about the products and memories associated with those.” (P1)
As the citation above points out, some interviewees described social media influencers and paid
collaborations as a significant part of information search and processing. This finding is similar to the
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one described in the previous sub-section and emphasizes the role of social interactions in omnichannel
buying. Based on participants' descriptions, social media influencers perceived as trustworthy and
reliable can communicate marketing messages effectively and credibly. The role of internal sources
(e.g., family and friends) is emphasized in information retrieval [31]. Our study suggests that the content
produced by R-Collection’s influencers was not seen as a marketing message but rather as honest
product reviews.
The amount of information search and processing information seemed to be related to how willing
the interviewees were to use their time and resources at this stage. For example, participants who
showed straightforwardness and impulsiveness preferred fast buying processes.
” I don’t compare the options. When I find a suitable one, I am buying without hesitation. I
would describe myself as a straightforward shopper.” (P2)
On the other hand, some participants had worn out their corresponding clothes. That may have made
the need for a new product more concrete and immediate compared to other interviewees. These
participants also reported that they rely heavily on marketing messages and word-of-mouth. A longer
time for information searching may also involve a justification for the purchase itself.
”Of course, I wanted the skirt, but the need was not vital or even real. […] I decided to give
some time for the thought to see if I even remember it [the skirt] later on.” (P4)
” I use a lot of time to think if I need it [the garment] and to find the right one.” (P5)
In some of the interviews, post-purchase information retrieval occurred. It was related to two
different purposes. First, some interviewees said that they searched for information related to the use of
the product at this point. Second, information search seemed to be a way to convince oneself of a
successful purchase. Post-purchase information search occurred mainly in online channels. Information
was searched, for example, on product characteristics, stock status, or price. For example, checking the
product in an online store and noting that it was sold out validated the purchase and made the customer
happy. In addition, some interviewees had used online articles to check washing instructions.
”Quite often after purchasing a product, I go to the website to see if it’s sold out. I kind of got
the feeling of satisfaction that others have wanted the same product as well.” (P4)
In addition, post-purchase information was sought for inspiration. For example, exploring how the
purchased product could be combined with other clothes. Inspiration was sought from R-Collection
online and social media channels and content by influencers and other users on Instagram. Participants
emphasized the visuality of pictures and channels.
”I went to see what color clothes the shirt had been paired within the online store. […] I also
looked up how a social media influencer had combined the clothes.” (P3)
4.3. Impulse
Based on the interviews, a clear impulse was identified on the omnichannel customer journeys. The
impulse was related to the first three stages of the purchasing process. The impulse led to (i) a need for
or awareness of the product, (ii) a more detailed search about the product, or (iii) an immediate switch
to the transaction. In the interviews, the omnichannel service environment made the impulse possible.
The impulse was service provider-driven, and it appeared in the right channel at the right time, often on
Instagram. For example, sponsored content on Instagram was seen as follows:
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“Then one night I was browsing Instagram, and a nice-looking jacket came up there as a
sponsored ad. I opened it [in the Instagram shop] and ordered it.” (P2)
Discounts and offers were a significant trigger for the buying impulse. Discounted products were
described as treasures that were hunted and fought for, added with a fear of losing or missing the
opportunity.
“I was delighted with the offer. As if, some primitive hunter-gatherer instinct was waking up. I
had found a treasure [clothing] before others.” (P4)
4.4. Transaction
The payment practices seemed to depend on the channel used for payment — all interviewees who
dealt in the physical channels paid with a debit card. Many interviewees also used a smartphone to make
the actual debit card payment in-store.
“I mainly use Apple Pay. In a brick-and-mortar store, I‘m used to paying by card. It doesn’t
make much of a difference either it’s my phone or the plastic one.” (P5)
However, when buying from online channels, various payment methods were utilized. Interviewees
emphasized information security, reliability, ease, and speed differently.
“MobilePay is somehow fresh, and the speed and ease of use do a lot.” (P10)
“When I am shopping online, I always use credit card since that brings security.” (P5)
4.5. Delivery and Returns
A delivery channel is automatically involved in a customer journey when purchasing from an online
store. Some interviewees were affected by delivery costs and added more products into their shopping
cart until its value exceeded the limit needed for free shipping. Also, fast delivery and delivery
possibilities increased the willingness to purchase. For example, self-service parcel machines made
contactless delivery possible and, for that reason, some favored them.
“I rather choose [delivery] as close as possible. I usually favor a self-service parcel machine,
and it’s so handy, no need to run errands. You just go and tap the code.” (P9)
The product returns were mainly experienced challenging. Interviewees even preferred to go to the
brick-and-mortar store instead of buying online, even though the returning costs were free. For example,
the laborious returning process affected purchase decisions, as some interviewees mentioned having
considered their shopping cart for a longer time and trying to avoid mistakes.
”I’ve found that I am more likely to make mistake purchases on the Internet.” (P1)
4.6. Loyalty and engagement
After the purchase, the interviewees were generally happy with their purchased clothing and reported
satisfaction with the overall process. However, there were differences in loyalty and engagement
behavior between the interviewees. Some wanted to share their reviews and thoughts of the purchased
products, thus showing loyalty toward the brand. Some of the interviewees did not show any direct
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engagement behavior. Despite this, they also reported that they would buy again from R-Collection,
and the customer journey this way affected future shopping preferences. Some participants felt
uncomfortable sharing their purchases with their close ones due to different values. The experienced
shame about shopping could lead to hiding new clothes from loved ones.
“Lately, there’s been a bit of a contradiction in how much I’ve been buying everything. Maybe
that’s why I don’t like to share it [the purchase] with others.” (P9)
Despite this, they were willing to share their reviews anonymously if the seller had asked this, for
example, by e-mail. Product reviews from other customers were considered beneficial for purchase
decisions. However, R-Collection did not encourage the interviewees to do post-purchase reviews.
“I didn’t do a review, but I would have gladly done one if it would have been requested. […] I
rely on reviews made by other customers.” (P10)
Digital channels, such as Instagram and WhatsApp, were used to share the joy of a new purchase.
Sharing positive experiences is one form of customer engagement behavior and further co-creating
value [32].
“I shared a picture of the shopping bag on my Instagram story because I was so excited that it
was finally mine. Unlike usual, then I got quite a many [comments].” (P1)
Our result suggests that omnichannel services could support this kind of customer behavior. Another
way for participants to engage in omnichannel services was to produce content on social media
channels.
5. Summary of the Results and Discussion
5.1. Summary of the Results
The literature defines omnichannel as an integrated and seamless customer experience that emerges
at various touchpoints and channels between the customer and the company [28,9]. This study aimed
to understand how the customer journey is formed by identifying interviewees' experiences. The study
also mapped participants' channel use during the process.
The research question of this study was: How are consumers’ omnichannel customer journeys
formed based on their experiences in the retail clothing shopping context? As a result of this study, we
present a five-stage model affected by previous experiences and an impulse factor. Our model aligns
with other customer journey research [e.g., 18,19,33] but provides more in-depth and up-to-date
information on omnichannel-specific customer behavior. Figure 2 below summarizes the results. The
various channels that appeared in participants’ customer journey descriptions are listed under each
phase of the customer’s journey.
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Figure 2: The omnichannel customer journey and channel usage
Based on the results, we identified five stages: Awareness and need recognition, Information search
and processing, Transaction, Delivery and Returns, and Loyalty and engagement. The stages
correspond to traditional marketing research [e.g., 33,31] and omnichannel customer behavior research
[5,20,24]. Nonetheless, our study complements the identified research gap in omnichannel research
from a customer perspective.
5.2. Discussion
We found two customer journey factors enabled by the omnichannel service environment: impulse
and post-purchase information retrieval. An evident impulse was identified, guiding further shopping
behavior. The impulses focused on the first phases of the purchasing process. An impulse triggered
either the identification of a need, a more detailed review of the product, or a transaction. Further, in
some cases, information retrieval and comparison generated impulses. The mentioned impulses were,
for example, targeted advertisements. Based on our results, channel integration and seamless channel
usage were key for an impulse to manifest on a journey. Although, the impulse needed to happen at the
right time and in the right place to lead to purchase. Following the finding of omnichannel customers’
unprecedented [26], this finding suggests that brands must appear consistently across various channels.
Second, interviewees reported information search and processing before and after the purchase
decision. The post-purchase information retrieval was related to the use of a clothing and justification
for the purchase and occurred mainly in online channels. This finding is exciting for practitioners since
omnichannel has further intensified competition between companies [33] and engaged omnichannel
customers generate significant revenue [4]. Finding more ways to correspond to customer needs through
their customer journey could enhance lasting customer relations. For example, positive post-purchase
actions, repurchases [22] and better customer satisfaction [21].
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Individual behavior is particularly evident in different channel choices and preferences during the
customer journey [13,20]. We identified several touchpoints that connected the customer and the brand
during the shopping journey. It is essential to consider that the presented touchpoints are not
generalizable but rather reflect the multidimensionality of phenomena. Although, practitioners should
not underestimate the impact of external touchpoints and channels on customer journeys and further
experiences. Our findings support prior research suggesting that customer experience is formatted
during the customer journey [25]. There are multiple contributors to the experience beyond a service
provider's control [35]. Still, several studies ignore the brand impact and a holistic view of how
omnichannel services are experienced. Our study sheds light on this topic.
5.3. Managerial implications
Clothing retailers could benefit from implementing customer-point-of-view omnichannel practices.
The retailers could facilitate customer engagement by appearing at the right time in the channels their
customers are using. Firstly, finding the relevant channels the customers’ are using is essential.
Secondly, it is important to know the customers, and what ads or other communication they want to see
and when they want to see these. For example, in the results of this study, brand ambassador marketing
actions seemed to be effective. When a brand ambassador showed a clothing item and how to mix it
with other clothing items or accessories, the customers were excited about the content, and wanted to
wear similar outfits. Finally, the painpoint of an omnichannel customer journey seemed to be related to
the returning process of online orders. Customers fear making mistakes, which may make them
considering their shopping cart for longer time. However, evaluating ones return process from a
customer's point of view, and communicating it clearly to the customers, would likely improve
purchasing convenience. Also, adding sufficient product information to the online shop would help to
avoid mistakes with, for example, wrong fit or wrong type of clothes.
6. Limitations and Future Research
Unlike many omnichannel studies, we did not focus only on service provider-driven functions.
Instead, we applied a holistic, qualitative perspective, enhancing customers' experiences they had
described freely in their own words. This study presents illustrative observations on the topic to
understand the phenomena, and it has its limitations. The first limitation of the study is the limited
demographic group. Second, although focusing on a single brand can be considered this study's merit,
it reflects a very limited context. Especially when analyzing patterns and drivers of customer purchase
processes, cultural differences can be significant [36]. Also, the importance of the digital intangible
environment should not be underestimated as a part of the customer journey [37]. Hence, this research
should be replicated in other contexts in the future. The findings do not either consider, for example, a
customer's previous experiences, expectations, and personal values and how these affect the customer’s
journey. Omnichannel is a multidimensional phenomenon that is difficult to deal with briefly or to limit
to just one perspective, which also limited our findings. Understanding omnichannel journeys require
further research, including other research methods. These findings could be utilized in service design
to create customer-focused services and help highly competitive industries engage their customers.
7. References
[1] Lemon, K. N., & Verhoef, P. C. (2016). Understanding customer experience throughout the
customer journey. Journal of Marketing, 80, 69–96.
[2] Cao, L., & Li, L. (2015). The Impact of Cross-Channel Integration on Retailers’ Sales Growth.
Journal of Retailing, 91, 198–216.J. Cohen (Ed.), Special issue: Digital Libraries, volume 39, 1996.
308
[3] Beck, N., & Rygl, D. (2015). Categorization of multiple channel retailing in Multi-, Cross-, and
Omni‐Channel Retailing for retailers and retailing. Journal of Retailing and Consumer Services,
27, 170–178.
[4] Criteo. (2018). Global commerce review.
[5] Brynjolfsson, E., Hu, Y. J., Rahman, M. S., Piotrowicz, W., & Cuthbertson, R. (2013). Competing
in the Age of Omnichannel Retailing Brought to you by. International Journal of Electronic
Commerce, 18, 5–16.
[6] Rigby, D. (2011). The future of shopping. Harvard Business Review, 89, 65–75.
[7] Yan, R., Wang, J., & Zhou, B. (2010). Channel integration and profit sharing in the dynamics of
multichannel firms. Journal of Retailing and Consumer Services, 17, 430–440.
[8] Mirsch, T., Lehrer, C., & Jung, R. (2016). Channel Integration Towards Omnichannel
Management: A Literature review. Pacific Asia Conference on Information Systems (PACIS).
Retrieved from http://aisel.aisnet.org/pacis2016%5Cnhttp://aisel.aisnet.org/pacis2016/288
[9] Shi, S., Wang, Y., Chen, X., & Zhang, Q. (2020). Conceptualization of omnichannel customer
experience and its impact on shopping intention: A mixed-method approach. International Journal
of Information Management, 50, 325–336.
[10] Paytrail 2018. Finnish E-commerce Report 2017. Retrieved from
https://www.paytrail.com/en/report/finnish-ecommerce-2017?hsCtaTracking=ffa39c05- b328-
4556-b789-303ad39fce14%7C678c1de2-64db-4c7c-a221-0ea4530e6cc6.
[11] Official Statistics of Finland (OSF). (2020). Väestön tieto- ja viestintätekniikan käyttö.
Verkkokaupan kehitys 2013–2019. [Web publication/pdf]. Helsinki. Retrieved from
https://www.tilastokeskus.fi/til/sutivi/2019/sutivi_2019_2019-11-07_
[12] Kotler, P. (2002). Marketing Management, Millennium Edition. In Pearson Custom Publishing
(Vol. 11).
[13] Lazaris, C., & Vrechopoulos, A. (2014). From Multichannel to “Omnichannel” Retailing: Review
of the Literature and Calls for Research. 2nd International Conference on Contemporary Marketing
Issues, (ICCMI), 18-20 June.
[14] Barann, B., Hermann, A., Heuchert, M., & Becker, J. (2020). Can’t touch this? Conceptualizing
the customer touchpoint in the context of omni-channel retailing. Journal of Retailing and
Consumer Services. https://doi.org/10.1016/j.jretconser.2020.102269
[15] Veit, D., Clemons, E., Benlian, A., Buxmann, P., Hess, T., Kundisch, D., … Spann, M. (2014).
Business models: An information systems research agenda. Business and Information Systems
Engineering, 6, 45–53.
[16] Piotrowicz, W., & Cuthbertson, R. (2014). Introduction to the Special Issue Information
Technology in Retail: Toward Omnichannel Retailing. International Journal of Electronic
Commerce, 18, 5–16.
[17] Payne, E. M., Peltier, J. W., & Barger, V. A. (2017). Omni-channel marketing, integrated
marketing communications and consumer engagement: A research agenda. Journal of Research in
Interactive Marketing, 11, 185–197.
[18] Følstad, A., & Kvale, K. (2018). Customer journeys: a systematic literature review. Journal of
Service Theory and Practice, 28, 196–227.
[19] Bijmolt, T. H. A., Broekhuis, M., de Leeuw, S., Hirche, C., Rooderkerk, R. P., Sousa, R., & Zhu,
S. X. (2019). Challenges at the marketing–operations interface in omni-channel retail
environments. Journal of Business Research, 122, 864–874.
[20] Bell, D. R., Gallino, S., & Moreno, A. (2014). How to Win in an Omnichannel World.
[21] Asmare, A. & Smelis, Z. (2022). Omnichannel retailing strategy: a systematic review. The
International Review of Retail, Distribution and Consumer Research, 32(1), 59-79.
[22] Chang, Y. P. & Li, J. (2022). Seamless experience in the context of omnichannel shopping: scale
development and empirical validation. Journal of Retailing and Consumer Services, 64, 102800.
[23] Gasparin, I., Panina, E., Becker, L., Yrjölä, M., Jaakkola, E., & Pizzutti, C. (2021). Challenging
the “integration imperative”: A customer perspective on omnichannel journeys. Journal of
Retailing and Consumer Services, 64, 102829.
[24] Ailawadi, K. L., & Farris, P. W. (2017). Managing Multi- and Omni-Channel Distribution: Metrics
and Research Directions. Journal of Retailing, 93, 120–135.
309
[25] Verhoef, P. C., Kannan, P. K., & Inman, J. J. (2015). From Multi-Channel Retailing to Omni-
Channel Retailing: Introduction to the Special Issue on Multi-Channel Retailing. Journal of
Retailing, 91, 174–181.
[26] Barwitz, N., & Maas, P. (2018). Understanding the Omnichannel Customer Journey: Determinants
of Interaction Choice. Journal of Interactive Marketing, 43, 116–133.
[27] Neslin, S. A., Grewal, D., Leghorn, R., Shankar, V., Teerling, M. L., Thomas, J. S., & Verhoef, P.
C. (2006). Challenges and opportunities in multichannel customer management. Journal of Service
Research, 9, 95–112.
[28] Chang, Y. P., & Li, J. (2022). Seamless experience in the context of omnichannel shopping: scale
development and empirical validation. Journal of Retailing and Consumer Services, 64, 102800.
[29] Myers, M. D., & Newman, M. (2007). The qualitative interview in IS research: Examining the
craft. Information and Organization, 17, 2–26.
[30] Fusch, P. I., & Ness, L. R. (2015). Are We There Yet? Data Saturation in Qualitative Research. In
The Qualitative Report, 20.
[31] Mourali, M., Laroche, M., & Pons, F. (2005). Antecedents of consumer relative preference for
interpersonal information sources in pre-purchase search. Journal of Consumer Behaviour, 4, 307–
318.
[32] Jaakkola, E., & Alexander, M. (2014). The Role of Customer Engagement Behavior in Value Co-
Creation: A Service System Perspective. Journal of Service Research, 17, 247–261.
[33] Kotler, P., & Armstrong, G. (2006). Principles of Marketing (11th ed.). New Jersey: Pearson
Prentice Hall.
[34] von Briel, F. (2018). The future of omnichannel retail: A four-stage Delphi study. Technological
Forecasting and Social Change, 132, 217–229.
[35] Kemppainen, T., Makkonen, M., & Frank, L. (2019). Exploring Online Customer Experience
Formation: How do Customers Explain Negative Emotions during Online Shopping Encounters?
In 32nd Bled eConference: Humanizing Technology for a Sustainable Society, 655-675.
University of Maribor.
[36] Shavitt, S., & Barnes, A. J. (2020). Culture and the Consumer Journey. Journal of Retailing, 96,
40–54.
[37] Paananen, T., Frank, L. & Kemppainen, T. (2022). Customer-brand relationships in the context of
digital brands. The 35th Bled eConference: Digital Restructuring and Human (Re)Action.
University of Maribor Press, 495-510.
310