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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>M. Leon); miluska.murillo@gmail.com (M. Murillo)</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Omnichannel in the Business World: A Bibliometric Study of its History and Trends</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Homero Rodríguez-Insuasti</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Nestor Montalvan-Burbano</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Marcelo Leon</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Miluska Murillo</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Universidad Ecotec</institution>
          ,
          <addr-line>Samborondon</addr-line>
          ,
          <country country="EC">Ecuador</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Universidad Espiritu Santo</institution>
          ,
          <addr-line>Samborondon</addr-line>
          ,
          <country country="EC">Ecuador</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Universidad Estatal Peninsula de Santa Elena</institution>
          ,
          <addr-line>La Libertad</addr-line>
          ,
          <country country="EC">Ecuador</country>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>Universidad de Valencia</institution>
          ,
          <addr-line>Valencia</addr-line>
          ,
          <country country="ES">Spain</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2025</year>
      </pub-date>
      <volume>000</volume>
      <fpage>0</fpage>
      <lpage>0001</lpage>
      <abstract>
        <p>The proliferation of digital technologies and changes in consumer behavior have driven the emergence of omnichannel businesses that, through integrated processes, seek to ofer uniform experiences across various channels. This approach encompasses diverse conceptual currents and is analyzed from diferent perspectives. Salvietti et al. [1], point out that omnichannel arises from four fundamental dimensions: consumer behavior, business strategy, efective management, and the cohesive integration of sales channels. This broad scope highlights the complexity and multidimensionality of omnichannel as a constantly evolving phenomenon in academic research. Co-citation network analysis reveals a multifaceted structure in marketing and management research, with four well-defined thematic clusters: marketing and retail, management and decision sciences, logistics and operations management, and market research.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;Omnichannel</kwd>
        <kwd>Business world</kwd>
        <kwd>Trends</kwd>
        <kwd>Strategy</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        In recent decades, retail has faced the challenges of digital transformation, driven by the internet,
disrupting business models. This change has impacted consumer behavior, influenced by the experiences
ofered by new channels. Therefore, many retailers are embracing flexibility as a way to meet consumer
expectations, whether through online platforms or physical environments [
        <xref ref-type="bibr" rid="ref2 ref3">2, 3</xref>
        ]. These studies suggest
that these touchpoints are key in planning loyalty and brand awareness strategies.
      </p>
      <p>
        A key strategy related to channel and price integration is the implementation of the "buy online,
collect in store" (BOPS) model, which requires additional investment [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. This approach generates
synergy between channels, optimizing the customer shopping experience (Kim et al., [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ] and improving
profitability through more competitive prices and eficient delivery times [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. Although questions have
been raised about the feasibility of applying this strategy to all products, given its potential negative
impact on profit margins in certain contexts, it is imperative to carefully evaluate its relevance and
applicability in each specific case [
        <xref ref-type="bibr" rid="ref7 ref8">7, 8</xref>
        ].
      </p>
      <p>
        It’s crucial to keep in mind that customer preferences are constantly evolving. One example of this
is the food sector, where companies must adjust their logistics networks [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. This dynamic is also
observed in sectors such as banking, where customers seek a personalized, Komulainen &amp; Makkonen
[
        <xref ref-type="bibr" rid="ref10">10</xref>
        ], seamless, real-time experience [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ]; online stores [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ], where customers want to find discount
coupons or compare prices; and financial services, Kou et al., [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ] where mobile payments, transaction
speed, and perceived risk are integrated [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ].
      </p>
      <p>
        The adoption of omnichannel strategies has generated a significant transformation in the retail sector,
especially regarding the customer experience, according to Riaz et al. [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ]. In this context, Natarajan &amp;
Raghavan [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ], highlight the crucial role played by the omnichannel customer experience in mediating
the relationship between service quality and customer identification. This process positively activates
participatory behaviors, such as writing reviews on social media. Furthermore, to increase satisfaction
levels, especially among women and young people, it is essential to consider the omnichannel design of
the consumer journey, according to Moliner &amp; Tortosa-Edo.
      </p>
      <p>Within the framework of this bibliometric research, the following objectives are established:</p>
      <sec id="sec-1-1">
        <title>1. Identify the predominant keywords used by various authors. 2. Determine the leading countries in research in this field of knowledge. 3. Identify the academic journals that host the majority of relevant publications. 4. Identify the most prolific authors in the field of omnichannel.</title>
        <p>This article is divided into a literature review section on omnichannel, a second section presents the
methodology used for data collection and processing, a third section presents the analysis of the results
focused on the objectives set, and a fourth section presents a discussion proposing future research
topics. Finally, the main conclusions, their limitations, and possible lines of research are presented.</p>
        <p>
          The transition to an omnichannel environment has blurred the lines between ofline, online and digital
channels, so the urgent need to integrate customer data and service attributes can increase costs and
dissatisfaction. Once focused on physical stores, consumers now combine online and mobile experiences,
reshaping the purchasing process with multiple sources of information. The term omnichannel retailing
appeared in 2011 in an article by Darrell Rigby, which indicated that retailers could interact with their
customers through various channels [
          <xref ref-type="bibr" rid="ref17">17</xref>
          ]. This article indicated that the consumer experience would
have to be entertaining, emotionally appealing, both in physical and digital stores. After a couple of
years, another study concluded that omnichannel retailing is redefining the industry, driving demand
for personalized products and collaboration between manufacturers and retailers [
          <xref ref-type="bibr" rid="ref18">18</xref>
          ].
        </p>
        <p>
          This concept of omnichannel is endorsed by Shankar [
          <xref ref-type="bibr" rid="ref19">19</xref>
          ], but he calls it "shopper marketing 2.0"
and indicates that one must have a complete understanding of one’s customers to integrate online and
mobile marketing strategies. The emergence of new technologies means that research is beginning to
focus on key issues such as the integration and redesign of supply channels [
          <xref ref-type="bibr" rid="ref20">20</xref>
          ], the impact of mobile
technologies, social media, the role of physical stores, and the balance between personalization and
privacy.
        </p>
        <p>
          The adoption of new technologies has led to the emergence of novel purchasing patterns, among
which the online purchase and pick-up-in-store modality, known as BOPS (Buy-online, Pick-up-in-store),
stands out [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ]. One of the first published studies addresses the implementation of this strategy in a retail
environment, with the purpose of evaluating its impact on cross-selling and inventory decisions [
          <xref ref-type="bibr" rid="ref21">21</xref>
          ].
The findings of this study indicate that in a market characterized by perfect competition, companies
show a clear incentive to implement BOPS services, especially in the context of centralized supply
chains, where retailers can transfer costs to the manufacturer[
          <xref ref-type="bibr" rid="ref22">22</xref>
          ]. More recent research supports these
results by confirming that the adoption of BOPS services benefits retailers by increasing their profits
and decreasing returns, especially when efective coordination is achieved [
          <xref ref-type="bibr" rid="ref23">23</xref>
          ].
        </p>
        <p>
          The intersection between Augmented Reality (AR) and omnichannel has represented a considerable
milestone in its implementation within marketing strategies and practices [
          <xref ref-type="bibr" rid="ref24">24</xref>
          ]. In this context, AR
stands as a disruptive technology that goes beyond the mere integration of digital elements into the
physical world, ofering unprecedented opportunities for the creation of immersive user experiences
and omnichannel beyond traditional boundaries [
          <xref ref-type="bibr" rid="ref25">25</xref>
          ]. The work presented by Lee &amp; Leona [
          <xref ref-type="bibr" rid="ref26">26</xref>
          ] indicates
that virtual technology, when efectively implemented in retail environments, enhances the shopping
experience by providing entertainment, convenience, and significantly improving the consumer
experience in retail. The use of smartphones in retail settings is transforming the customer experience
and is emerging as a crucial factor in the omnichannel landscape [
          <xref ref-type="bibr" rid="ref27">27</xref>
          ]. Currently, experts and some
innovation researchers position smart retailing as the key to creating a holistic experience that benefits
both customers and retailers. Contrary to common assumptions about smartphone purchasing intent
among millennials and non-millennials, evidence reveals that the distinction between them lies in the
efects of intent and behavioral patterns on smartphone usage [
          <xref ref-type="bibr" rid="ref27">27</xref>
          ].
        </p>
        <p>
          In today’s omnichannel retail context, product recommendations have acquired a crucial role in
retailers’ strategies and this is where big data applications together with algorithms help suggest
complementary products but not only improve customer service but also contribute to increased
profitability Balakrishnan et al.[
          <xref ref-type="bibr" rid="ref28">28</xref>
          ], improves the shopping experience in physical stores, especially in
mobile payment scenarios, where customers show a remarkable tolerance for validation. In tourism,
omnichannel faces the challenge of maintaining consistency and updating of travel data across various
platforms, and the use of big data facilitates information fluidity through personalization, contextual
management, scaling, and eficient sharing of travel data.
        </p>
        <p>
          Today, businesses are looking to do more than simply collect reams of customer data; they are
also exploring how artificial intelligence can enhance the customer experience in an omnichannel
environment [
          <xref ref-type="bibr" rid="ref29">29</xref>
          ]. Contrary to what one might assume, omnichannel and artificial intelligence have
found applications in other areas, such as blood supply chain management [
          <xref ref-type="bibr" rid="ref30">30</xref>
          ], healthcare supply
chains [
          <xref ref-type="bibr" rid="ref31">31</xref>
          ], logistics in the apparel industry [
          <xref ref-type="bibr" rid="ref32">32</xref>
          ], and restaurant supply chains [
          <xref ref-type="bibr" rid="ref33">33</xref>
          ]. However, the
combination of AI and omnichannel does not always yield the best results. For example, some chatbots
on restaurant ordering platforms lack sophisticated AI, forcing them to ask the customer multiple
questions before ofering reliable suggestions [
          <xref ref-type="bibr" rid="ref34">34</xref>
          ].
        </p>
        <p>
          Digital transformation has diversified retail channels, altering shopping habits. In supermarkets, this
highlights the complexity of marketing processes, underscoring the crucial importance of customer
loyalty. Regarding loyalty, research conducted by Xie, et al. [
          <xref ref-type="bibr" rid="ref35">35</xref>
          ] indicates that omnichannel customers
experience greater satisfaction thanks to omnichannel fulfillment and trust. Furthermore, it highlights
that the type of return channel influences customer loyalty. One study revealed that ofline customer
satisfaction has a positive impact on online loyalty, while online customer satisfaction does not [
          <xref ref-type="bibr" rid="ref36">36</xref>
          ].
Gao, et al. [
          <xref ref-type="bibr" rid="ref37">37</xref>
          ] explored the influence of the quality of omnichannel integration on customer loyalty,
examining customer engagement and relationship program receptivity. They found that a consistent
and reassuring environment facilitates customer engagement, generating loyalty.
        </p>
      </sec>
    </sec>
    <sec id="sec-2">
      <title>2. Methodology</title>
      <p>
        Bibliometrics is a type of literature review that allows the analysis of a particular field of research,
where the large volume of information does not represent an obstacle to its study, unlike other types of
existing literature reviews [
        <xref ref-type="bibr" rid="ref38">38</xref>
        ]. It presents an innovative methodology of a rigorous and transparent
approach in which quantitative and qualitative statistical techniques are applied to bibliographic data
[
        <xref ref-type="bibr" rid="ref39">39</xref>
        ]. The purpose of bibliometric analysis is to broadly understand this particular field as a structure, in
which its characteristics, development, and trends can be studied, through its performance and mapping
[
        <xref ref-type="bibr" rid="ref40 ref41">40, 41</xref>
        ]. In recent years, bibliometrics has experienced growing interest from the academic world, due
to its wide application in various areas of knowledge, such as Science Earth, Biology, or Tourism [
        <xref ref-type="bibr" rid="ref42 ref43">42, 43</xref>
        ],
as well as in Management [
        <xref ref-type="bibr" rid="ref44">44</xref>
        ].
      </p>
      <p>This research is made up of three phases: i) Search criteria, ii) Database selection and data extraction,
iii) Data processing and selection of the software, and iv) Analysis of the Results.</p>
      <p>
        1. Search criteria: The bibliographic data were downloaded in August 2023, considering the terms
“Omnichannel” and “Omni-channel” as the most representative that identify this field of study
[
        <xref ref-type="bibr" rid="ref1 ref45">45, 1</xref>
        ].
2. Database selection and data extraction: The primary data used in this study came from the Web
of Science Core Collection database, which is widely used by academics and includes high-quality
journals. The bibliographic data were downloaded in August 2023, using the aforementioned
terms along with the search parameter "Topic," which includes Title, Abstract, Author Keywords,
and Keywords Plus from the database. This yielded the topic search TS=(Topic ("omnichannel*")
OR Topic ("omni-channel*")), yielding 1,008 records.
3. Data processing and software selection: These records were subjected to inclusion and exclusion
criteria for data refinement. Scientific articles were selected for being considered of quality after
being evaluated by academic reviewers [
        <xref ref-type="bibr" rid="ref46">46</xref>
        ]. Additionally, all languages were considered to be
included to ensure broad coverage of the subject [
        <xref ref-type="bibr" rid="ref47">47</xref>
        ]. Incomplete or erroneous records were
excluded when reviewing the downloaded information, ensuring the quality of the information
[
        <xref ref-type="bibr" rid="ref48">48</xref>
        ]. These criteria allowed obtaining a final database of 927 records. In this study, two software
programs were used to analyze the intellectual structure of this field of study: i) Microsoft Excel:
This software allows the review, organization and analysis of the obtained information, the latter
establishes the performance of the knowledge structure based on documents, countries and
journals; ii) VOSviewer: Software that allows the construction and visualization of bibliographic
networks known as bibliometric maps. These maps are based on distance analysis, where two
elements that are closer together are more related to each other.
4. Analysis of Results: In bibliometric studies, it is essential to explore their intellectual structure
through the mapping of scientific output and its performance [
        <xref ref-type="bibr" rid="ref49">49</xref>
        ]. The first involves studying
output and impact based on documents, countries, and journals. The second corresponds to the
representation of the structure of the field of study through clustered networks, allowing for the
observation of its evolution and trends.
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Results</title>
      <sec id="sec-3-1">
        <title>3.1. Contributions by country</title>
        <p>
          This section contains information on the 10 countries that have produced the most research on
omnichannel. Table 1 shows the number of citations and publications for each country. The order is based
on the number of citations. The United States is in first place, with the highest number of citations
(8,688) and 223 published documents; followed by China in second place, with 3,678 citations and 243
documents; the United Kingdom in third place, with 2,228 citations and 85 documents; Germany in
fourth place, with 2,052 citations and 51 documents; the Netherlands in fifth place, with 2,009 citations
and 21 documents; Australia in sixth place, with 1,209 citations and 39 documents; France in seventh
place, with 914 citations and 50 documents; Spain in eighth place, with 773 citations and 60 documents;
In ninth place, Canada, with 754 citations and 20 documents; in tenth place; in tenth place, India, with
664 citations and 65 documents.
strategies [
          <xref ref-type="bibr" rid="ref51">51</xref>
          ], but not only metrics but also implementation dimensions such as stages, type and
channel agent [
          <xref ref-type="bibr" rid="ref52">52</xref>
          ], as well as solving last mile deliveries through collaborative logistics [
          <xref ref-type="bibr" rid="ref53">53</xref>
          ].
        </p>
        <p>
          In Asia, China stands out as the country with the largest number of citations (3,678) and research
(243). Its main contributions to omnichannel research focus on trust, satisfaction, and purchase influence
[
          <xref ref-type="bibr" rid="ref54">54</xref>
          ]. Other works aim to evaluate the quality of channel integration and how this afects perceived
lfuidity, repurchase intention, and positive word of mouth [
          <xref ref-type="bibr" rid="ref26">26</xref>
          ]. Likewise, a tool is presented to measure
customer experience in an omnichannel system, which can serve as part of a retail strategy [
          <xref ref-type="bibr" rid="ref26">26</xref>
          ].
        </p>
        <p>
          In the Americas, the United States is the country with the highest number of citations (8,688)
worldwide, and second in scientific production (223). The main citations come from research on the
various options that retailers ofer customers for online purchase and in-store pickup [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ], for searching
for the product in a physical store and purchasing it online [
          <xref ref-type="bibr" rid="ref55">55</xref>
          ]. Other, slightly older research studies
maintain that omnichannel strategies are important for brand building [
          <xref ref-type="bibr" rid="ref55">55</xref>
          ], and that the online and
ofline information provided by the retailer reduces uncertainty about product value and availability
[
          <xref ref-type="bibr" rid="ref7">7</xref>
          ].
        </p>
        <p>Taken together, these findings underscore the richness and diversity of omnichannel research
worldwide, highlighting the need for international collaboration to address the evolving challenges and
opportunities in this field.</p>
      </sec>
      <sec id="sec-3-2">
        <title>3.2. Journal performance</title>
        <p>First, it can be observed that the International Journal of Retail and Distribution Management and the
Journal of Retailing and Consumer Services lead in terms of the number of articles and percentage of
contribution, indicating a strong presence in omnichannel research. Second, the journal Sustainability
shows a significant contribution in terms of published articles, although its impact, as measured by SJR
and CiteScore, is relatively low compared to the first two. Finally, the journals Management Science
and European Journal of Operational Research have high SJR and CiteScore, indicating a considerable
impact on the scientific community.</p>
        <p>The diversity of the journals highlights the breadth of focus, from logistics to broader sustainability
and operational issues.</p>
        <p>Overall, the table reveals a diversity of journals with significant contributions to the field of
omnichannel, highlighting the importance of evaluating not only the quantity of articles but also the
quality and impact of journals on the scientific community.</p>
        <p>
          "This section examines the contribution of researchers with a notable influence in the field of
omnichannel. Table 4 shows 10 of the 563 selected authors, classified according to the number of
citations they have received. As can be seen, most of the authors are American (5), and the rest belong
to the European continent. The main author that stands out is Peter Verhoef from the University of
Groningen, whose main works related to omnichannel address the study of behavior in multichannel
purchases [
          <xref ref-type="bibr" rid="ref56 ref57">56, 57</xref>
          ], the transition from multi to omnichannel [
          <xref ref-type="bibr" rid="ref58 ref59">58, 59</xref>
          ], understanding the customer
experience in an omnichannel environment [
          <xref ref-type="bibr" rid="ref60">60</xref>
          ], webrooming and showrooming [
          <xref ref-type="bibr" rid="ref58 ref61">58, 61</xref>
          ]. Second place
is occupied by Fei Gao from Indiana University Bloomington, whose main works focus on studying
the impact of the buy online, pick up in store (BOPS) strategy on store operations [
          <xref ref-type="bibr" rid="ref37 ref7">7, 37</xref>
          ], the efects
of applying multichannel or omnichannel strategies for a physical store [
          <xref ref-type="bibr" rid="ref37">37</xref>
          ]. Thirdly, there is David
R. Bell, whose main research refers to the demand and benefits of ofline showrooms [
          <xref ref-type="bibr" rid="ref55">55</xref>
          ], and the
implementation of omnichannel strategies for online and ofline stores [
          <xref ref-type="bibr" rid="ref55">55</xref>
          ].
        </p>
        <p>As can be seen from the table above, the authors’ contributions not only illustrate the quality and
depth of omnichannel research but also the need for multidisciplinary and collaborative perspectives to
address the ever-evolving challenges in this dynamic field.</p>
      </sec>
      <sec id="sec-3-3">
        <title>3.3. Authors Keyword Co-Occurrence Analysis</title>
        <p>
          repurchase intention [
          <xref ref-type="bibr" rid="ref63">63</xref>
          ].
        </p>
        <p>
          Group 2: “Buy online and pick up in store” is represented by the color green and has 19 items. The
main keywords in this group are: “buy online and pick up in store” (34), “pricing” (28), and “supply
chains” (17). Among the main articles dealing with buy online and pick up in store is one that implements
a theoretical shipping model for both customers and casual consumers within a pre-established area
[
          <xref ref-type="bibr" rid="ref64">64</xref>
          ]. Another work aims to evaluate the Stackelberg game model together with a pricing strategy to
understand the impact of market factors on the equilibrium outcome [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ].
        </p>
        <p>
          Group 3: “omnichannel retailing” is represented by the color blue and has 16 items. The keywords
that stand out are “omnichannel retailing” (208), “e-shopping” (87), and “online retailing” (30). Although
omnichannel is often associated with retailing, it has also been investigated in the banking sector, where
work is presented that analyzes the potential efects of omnichannel retail properties on customer
experience and brand loyalty [
          <xref ref-type="bibr" rid="ref65">65</xref>
          ]. Other research shows that adopting the “buy online, return in store”
model makes customers react when there is a return penalty, attracting more customers when there is
no such penalty.
        </p>
        <p>
          Group 4: “Customer Engagement” is represented by the color yellow and has 12 items. The most
frequently used keywords in this group are: “customer engagement” (10), “omnichannel integration” (9),
and “distribution channel” (8). In the context of customer engagement, a study introduced an
omnichannel integration model with the purpose of enhancing the customer experience. It was determined that
certain interactive touchpoints, especially through emails, have the capacity to forge a loyalty loop,
especially among receptive customers [
          <xref ref-type="bibr" rid="ref66">66</xref>
          ]. Continuing this line of research, Chen et al. [
          <xref ref-type="bibr" rid="ref67">67</xref>
          ] employ
the stimulus-organism-response (SOR) theoretical framework to examine a relationship model between
omnichannel integration and customer engagement in the fresh food sector. The results of this study
demonstrate that omnichannel integration is attributed to the synergy between information integration,
commercial integration, and service and distribution integration.
        </p>
        <p>
          Group 5: “Artificial Intelligence and Omnichannel” is represented by the color purple and has 11 items.
The most used keywords are: “omni channel management” (292), “supply chain management” (20) and
“artificial intelligence” (11). In one of the investigations, an artificial intelligence-based blood supply
chain model has been developed, the purpose of which is to balance supply and demand, promoting
health and well-being. This approach is aligned with the UN Sustainable Development Goals, marking
a significant contribution in the field of omnichannel [
          <xref ref-type="bibr" rid="ref30">30</xref>
          ]. Another important contribution comes from
a study that addresses the discrepancy between online food representation and reality in the context
of omnichannel retail. Using artificial intelligence and expectancy theories, the integration of these
technologies to improve the customer experience is explored [
          <xref ref-type="bibr" rid="ref33">33</xref>
          ]. A third study, which focuses on the
application of supply chain finance to omnichannel logistics, specifically in fashion companies, employs
artificial intelligence as a strategic tool [
          <xref ref-type="bibr" rid="ref32">32</xref>
          ].
        </p>
        <p>
          Group 6: "Customer Experience Management" and highlighted by the cyan color, comprises 9 key
elements. The most recurrent expressions are "customer experience management" (45), "cross-channel"
(24), and "customer satisfaction" (16). In this context, retailers, aware of the importance of maintaining
inventories in both their physical and online operations, are the subject of study in a specific research.
This study implements a mental model to simplify omnichannel inventory management, providing
recommendations to mitigate customer confusion and reduce lost sales [
          <xref ref-type="bibr" rid="ref68">68</xref>
          ]. Furthermore, in the tourism
sector, there is research that focuses on multi-channel consumer behavior. This research analyzes
key psychographic and demographic factors to diferentiate multi-channel buyer segments, designing
strategies that improve the customer experience [
          <xref ref-type="bibr" rid="ref69">69</xref>
          ].
        </p>
        <p>
          Cluster 7: "Digital Transformation" is presented in orange and consists of 5 items. Prominent
words include "showrooming" (26), "covid-19" (23), and "webrooming" (14). Liu et al. [
          <xref ref-type="bibr" rid="ref70">70</xref>
          ] focus on
understanding how COVID-19 has impacted consumers’ fears and self-protection motivations on their
intentions to use omnichannel retailing. The findings indicate that fear, self-eficacy, and response
eficacy influence protection motivation and intention to use omnichannel retailing. On the other hand,
the growing popularity of omnichannel was strongly influenced by the COVID-19 crisis, which has
transformed consumer behavior, revealing that the crisis has significantly boosted the development of
the omnichannel model in retail.
        </p>
        <p>Groups 8 (5 items), 9 (3 items), and 10 (1 item) are small and do not contain relevant information for
this research.</p>
        <p>Taken together, this analysis highlights the richness and diversity of omnichannel research, with
topics such as channel integration, customer experience, artificial intelligence, and digital
transformation emerging as crucial areas for exploration. This overview provides valuable guidance for future
omnichannel research and development.</p>
      </sec>
      <sec id="sec-3-4">
        <title>3.4. Journal Co-Citation Network</title>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. Conclusion</title>
      <p>Omnichannel has emerged as a fundamental concept in marketing and customer experience management
over the last decade. In an increasingly digitalized world, companies face the challenge of ofering
a consistent and seamless experience to their customers across multiple channels. This section will
discuss the key findings related to the main research conducted by country, the main contributions of
authors, the main emerging trends in the omnichannel literature, the role of AI and its main challenges,
and finally, the co-citation network.</p>
      <p>The compilation of data from research conducted in 70 countries on omnichannel ofers an in-depth
and comprehensive view of the scientific contribution in this field. Bibliometric data has revealed a
dynamic and constantly evolving landscape of omnichannel research. The United States, China, and the
United Kingdom emerge as the undisputed leaders in knowledge production on this topic, accounting
for a significant proportion of publications and citations. These countries have demonstrated a strong
interest in exploring the implications of omnichannel for businesses, consumers, and society at large.</p>
      <p>Recurring themes in the literature include distribution channel integration, customer experience,
artificial intelligence, and buy online, pick up in store. However, our results also highlighted emerging
trends, such as the growing interest in sustainability, the ethics of omnichannel, and the impact of the
COVID-19 pandemic on consumption patterns.</p>
      <p>A particularly interesting finding is the growing importance of artificial intelligence in omnichannel
management. Companies are increasingly using technologies such as machine learning and data
analytics to personalize the customer experience and optimize their operations. Furthermore, the
pandemic has accelerated the adoption of omnichannel strategies, creating new research opportunities
and highlighting the need for more flexible and resilient business models.</p>
      <p>Co-citation network analysis reveals a multifaceted structure in marketing and management research,
with four well-defined thematic clusters: marketing and retail, management and decision sciences,
logistics and operations management, and market research. Each cluster represents a research area
with specific characteristics and focuses. The findings of this study contribute to a better understanding
of the intellectual structure of the field, can serve as a guide for future research, and can help future
researchers understand what types of journals are interested in publishing on omnichannel.</p>
    </sec>
    <sec id="sec-5">
      <title>5. Research Limitations</title>
      <p>Limitations of current omnichannel research include a lack of longitudinal studies analyzing the
longterm efects of omnichannel strategies on consumer behavior and business performance. Furthermore,
research is geographically concentrated in developed countries, particularly the United States, China,
and European countries, limiting the generalizability of findings to emerging market contexts. Another
limitation is the need for more robust methodologies that integrate qualitative and quantitative analyses
to provide a more complete view of how omnichannel impacts diferent business dimensions. Finally,
greater attention is needed to address ethical issues related to the collection and use of consumer data
in omnichannel strategies.</p>
    </sec>
    <sec id="sec-6">
      <title>Declaration on Generative AI</title>
      <sec id="sec-6-1">
        <title>The authors have not employed any Generative AI tools.</title>
      </sec>
    </sec>
  </body>
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