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<front>
<journal-meta>
      <journal-id journal-id-type="pmc">EASI</journal-id>
      <journal-id journal-id-type="pubmed">EASI</journal-id>
      <journal-id journal-id-type="publisher">EASI</journal-id>
      <!-- Código del ISSN -->
      <issn publication-format="print">2953-6634</issn>
      <issn publication-format="electronic">3073-1526</issn>
      <publisher>
        <publisher-name>EASI</publisher-name>
      </publisher>
</journal-meta>
<article-meta>
        <!-- DOI del artículo -->
      <article-id pub-id-type="doi">https://doi.org/10.53591/easi.v4i1.2062</article-id>
      <!-- <article-id pub-id-type="pmid">xx.xxxxx/caui3.v#i#.xxxx</article-id> -->
      <article-categories>
        <subj-group>
          <subject>Research Article</subject>
          <subj-group>
            <subject>Supply chain management</subject> <!-- Proviene de la carta de presentación -->
            <subject>Strategy and entrepreneurship</subject>
            <subject>Improvement and optimization of production systems</subject>
            <subject>Advanced materials</subject>
          </subj-group>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Case study on the impact of digital tools in a chocolate company</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Vega Granda</surname>
            <given-names>Ricardo</given-names>
          </name>
          <role>Ricardo Alfredo Vega Granda, PhD. Doctorate from the Universidad Nacional de Córdoba, Argentina, Postgraduate Lecturer at the Metropolitan University of Education, Science, and Technology of Panama, and Full Professor at the Universidad de Guayaquil. Master's degrees in Robotics and Programming, Psychological Intervention, and Information Technology. Scholarship recipient in Russia, China, Israel, Argentina, and Costa Rica. Ranked 1st best student in the Bachelor's Degree in Web Design and Multimedia Applications at the Universidad Espol del Ecuador.</role>
          <xref ref-type="aff" rid="aff-a"/>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Cabezas García</surname>
            <given-names>David</given-names>
          </name>
          <role>A 21-year-old student studying Production Engineering at the Universidad de Guayaquil, he is a committed, responsible, and proactive individual. He stands out for his leadership, high academic performance, and participation in research projects, contributing innovative ideas with a critical and ethical perspective.</role>
          <xref ref-type="aff" rid="aff-b"/>
          <xref ref-type="corresp" rid="cor1">*</xref>
	        <email>david.cabezasg@ug.edu.ec</email>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Rosales Pintado</surname>
            <given-names>Fabian</given-names>
          </name>
          <role>A student of Production Engineering at the Universidad de Guayaquil, he is an enthusiastic and persevering person. He stands out for his analytical skills, collaborative work, and consistency in his studies. He actively participates in academic activities and always strives to improve himself.</role>
          <xref ref-type="aff" rid="aff-b"/>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Granda Martínez</surname>
            <given-names>Jannette</given-names>
          </name>
          <role>Master's degree in Basic Education, Bachelor's degree in Education Sciences, Professor at the Universidad de Guayaquil, and a university professor committed to academic excellence and the comprehensive education of her students. She stands out for her solid training, pedagogical vocation, and leadership in educational innovation projects. Her empathy, responsibility, and passion for teaching make her a leader within the academic community.</role>
          <xref ref-type="aff" rid="aff-c"/>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Ortega Pindo</surname>
            <given-names>Azucena</given-names>
          </name>
          <role>Master's degree in Higher Education and Bachelor's degree in Education Sciences, Professor at the Universidad de Guayaquil and Professor at the Ecuadorian Ministry of Education, dedicated and enthusiastic, recognized for her ability to motivate and guide her students in the development of critical thinking. Her experience, creativity, and commitment to educational quality distinguish her as an innovative educator, always open to continuous learning and collaborative work in the university environment.</role>
          <xref ref-type="aff" rid="aff-c"/>
        </contrib>
      </contrib-group>
            <aff id="aff-a">Faculty of Humanities and Education Sciences, UMECIT University, Panama, and Full Professor at the University of Guayaquil, Ecuador.</aff>
            <aff id="aff-b">Faculty of Chemical Engineering, Production Engineering Program, University of Guayaquil, Ecuador.</aff>
            <aff id="aff-c">Faculty of Philosophy, University of Guayaquil, Ecuador.</aff>
      <!-- Author Correspondng -->
      <author-notes>
        <corresp id="cor1">
          <label>*</label>
          <p>Corresponding: David Cabezas García, david.cabezasg@ug.edu.ec</p>
        </corresp>
      </author-notes>

      <!--  Fechas de Publicación -->
      <pub-date  pub-type="pub" publication-format="print" 
          iso-8601-date="20250721"> <!-- Fecha de publicación -->
        <day>21</day>
        <month>07</month>
        <year>2025</year>
      </pub-date>
        <volume>4</volume> <!-- volumen, numero y páginas -->
        <issue>2</issue>
        <fpage>23</fpage>
        <lpage>30</lpage>
      <history>
        <date date-type="accepted" iso-8601-date="20250505"> <!-- Fecha de aceptación -->
          <day>23</day>
          <month>06</month>
          <year>2025</year>
        </date>
      </history>
      <kwd-group xml:lang="es">
        <title>Palabras clave</title>
        <kwd>Herramientas digitales</kwd>
        <kwd>digitalización</kwd>
        <kwd>producción</kwd>
        <kwd>industria</kwd>
        <kwd>transformación digital</kwd>
      </kwd-group>
      <kwd-group xml:lang="en">
        <title>Keywords</title>
        <kwd>Digital tools</kwd>
        <kwd>digitalization</kwd>
        <kwd>production</kwd>
        <kwd>industry</kwd>
        <kwd>digital transformation</kwd>
      </kwd-group>

      <permissions>
        <copyright-statement>Articles  in  journal  repositories  are  freely open in digital form. Authors can reproduce and  distribute  the  work  on  any  non-commercial  site  and  grant  the  journal  the right  of  first  publication  with  the  work simultaneously  licensed  under  a  CC  BY-NC-ND 4.0.</copyright-statement>
        <copyright-year>2025</copyright-year>
      </permissions>
</article-meta>
</front>
<body>
<sec id="case-study-on-the-impact-of-digital-tools-in-a-chocolate-company">
  <title>Case study on the impact of digital tools in a chocolate
  company</title>
  <sec id="abstract">
    <title>Abstract</title>
    <p>This study analyzes the impact of digital tools on production
    processes in a chocolate industry company in Ecuador, within the
    broader context of Industry 4.0. Through a qualitative and
    descriptive approach, semi-structured interviews were conducted with
    ten employees working in production and administration. The
    objective was to explore the perceived benefits, challenges, and
    operational changes associated with the integration of digital
    technologies. The research followed a non-experimental, inductive
    design, and used Atlas.ti for thematic coding and qualitative
    analysis. The results reveal that digital tools have significantly
    transformed core areas such as production, distribution, and
    marketing. The most used technologies include management software,
    machinery sensors, CRM systems, and social media platforms.
    Participants highlighted improvements in efficiency, error
    reduction, and resource optimization, as well as challenges related
    to staff training and technological adaptation. This study
    contributes empirical evidence on how digitalization unfolds in
    small and medium-sized enterprises in emerging economies. It also
    offers insights into the design of inclusive innovation strategies
    and context-specific policies to support digital transformation,
    particularly in the food sector.
    </p>
    <p><bold>Keywords</bold>: digital tools, digitalization, production,
    industry, digital transformation.</p>
  </sec>
  <sec id="resumen">
    <title>Resumen</title>
    <p>Este estudio analiza el impacto de las herramientas digitales en
    los procesos de producción de una empresa del sector chocolatero en
    Ecuador, en el contexto de la Industria 4.0. A través de un enfoque
    cualitativo y descriptivo, se realizaron entrevistas
    semiestructuradas a diez trabajadoras vinculadas a las áreas de
    producción y administración. El objetivo fue explorar los beneficios
    percibidos, los desafíos enfrentados y los cambios operativos
    asociados con la integración de tecnologías digitales. La
    investigación se desarrolló bajo un diseño no experimental e
    inductivo, y empleó el software Atlas.ti para el análisis
    cualitativo mediante codificación temática. Los resultados revelan
    que las herramientas digitales han transformado significativamente
    áreas clave como producción, distribución y marketing. Las
    tecnologías más utilizadas incluyen software de gestión, sensores de
    maquinaria, sistemas CRM y plataformas de redes sociales. Las
    participantes destacaron mejoras en la eficiencia, la reducción de
    errores y la optimización de recursos, así como desafíos
    relacionados con la capacitación del personal y la adaptación
    tecnológica. Este estudio aporta evidencia empírica sobre cómo se
    desarrolla la digitalización en pequeñas y medianas empresas de
    economías emergentes. Asimismo, ofrece insumos relevantes para el
    diseño de estrategias de innovación inclusiva y políticas públicas
    adaptadas al contexto del sector alimentario.
    </p>
    <p><bold>Palabras claves</bold>: herramientas digitales,
    digitalización, producción, industria, transformación digital.</p>
  </sec>
  <sec id="introduction">
    <title>1. INTRODUCTION</title>
    <p>Digitalization in production processes has become a global
    phenomenon, driving efficiency and sustainability in both small and
    large industries. With the advancement of digital tools such as
    automation, the Internet of Things (IoT), big data, and artificial
    intelligence, production areas are undergoing significant
    transformations. This context represents a pivotal moment for
    Ecuadorian companies, which operate in a highly competitive
    environment where anticipating change can offer a strategic
    advantage.</p>
    <p>However, this transformation also brings important challenges,
    such as adapting to new technologies, training personnel, and
    ensuring digital security particularly in terms of cybersecurity.
    Globalization and the rise of emerging technologies have enabled
    industries to modernize their processes, improve operational
    efficiency, and meet international standards. In Ecuador, the
    industrial sector has made progress in integrating smart devices and
    specialized software. Tools such as IoT sensors and ERP systems have
    supported the automation of operations, providing competitive
    advantages. Nevertheless, this adoption has also revealed
    disparities, especially between large corporations and small and
    medium-sized local enterprises (Zambrano et al., 2025). These
    innovations not only reshape production strategies but also
    significantly influence business sustainability. This article
    combines real-world cases and current trends to explore how digital
    tools are transforming Ecuador’s industrial landscape (Kumar et al.,
    2020). Beyond offering abundant information, digital technologies
    create opportunities to reduce structural gaps in both social and
    productive contexts (Qureshi et al., 2025). Within this framework,
    it is essential to examine their application in the national
    productive environment.</p>
    <p>Therefore, this study aims to analyze the impact of digital tools
    in an Ecuadorian chocolate company, considering their effect on
    productivity, monitoring, and operational efficiency. The
    large-scale manufacturing of goods requires complex, precise
    mechanisms whose maintenance can become costly if not properly
    managed. Predictive maintenance can reduce required time by up to
    50% and decrease operational costs by nearly 10%. For this reason,
    remote monitoring of these systems is essential; it is even possible
    to create a digital twin of a machine that displays real-time
    performance data related to key parameters and manufacturing
    processes, thus enhancing overall efficiency (Jamwal et al., 2025;
    Kavre et al., 2025).</p>
  </sec>
  <sec id="development">
    <title>2. DEVELOPMENT</title>
    <p><bold>Independent Variable:</bold> At the global level, companies
    must balance investment in digital technologies with maintaining
    operational stability and competitiveness. In Ecuador,
    digitalization in production processes is progressing gradually,
    with several companies in the industrial and agricultural sectors
    beginning to integrate digital tools such as management software and
    remote monitoring systems. According to a study by the Chamber of
    Industries and Production of Ecuador, only 25% of companies have
    adopted some level of digitalization in their production systems
    (Prensa.ec, 2024). This low adoption rate reflects the current stage
    of digital transformation in the country, influenced by factors such
    as limited training and the high cost of implementing advanced
    technologies. Nonetheless, evidence suggests that when companies
    invest in adequate training and apply a phased strategy, the
    transition toward digitalization becomes more viable and
    sustainable.</p>
    <p><bold>Dependent variable:</bold> The main barriers to adopting
    digital tools are the lack of staff training and resistance to
    change. These limitations directly affect the ability of companies
    to modernize their processes. However, those that have implemented
    continuous training programs and embraced digital innovation report
    notable improvements in productivity and competitiveness. In the
    chocolate industry, for example, the use of real-time monitoring
    systems has enhanced machine performance and enabled the early
    detection of faults. These advancements, supported by a trained
    workforce, have been key to the effective integration of digital
    tools and the optimization of operations across multiple
    departments.</p>
  </sec>
  <sec id="methodology">
    <title>3. METHODOLOGY</title>
    <sec id="research-design-and-methodological-approach">
      <title>3.1 Research Design and Methodological Approach</title>
      <p>The design of this research is non-experimental and inductive.
      General data were collected to describe the perceived benefits and
      challenges associated with digitalization processes. According to
      Alshaher et al. (2025), scientific research is a systematic
      process because it follows an organized and chronological sequence
      of activities that must be rigorously respected, avoiding
      omissions that could affect the study's outcomes.</p>
    </sec>
    <sec id="level-and-type-of-research">
      <title>3.2 Level and Type of Research</title>
      <p>This is a qualitative and descriptive study, focusing on the
      perceptions and experiences of workers in a chocolate industry
      company in Ecuador. The investigation used semi-structured
      interviews with selected employees to understand their individual
      perspectives regarding the use of digital tools in daily
      activities such as production, sales, or administration. The
      descriptive level of the research allows for a detailed account of
      how digital tools have been adopted and how they have transformed
      operational processes into different areas of the company.</p>
    </sec>
    <sec id="method-of-analysis">
      <title>3.3 Method of Analysis</title>
      <p>An inductive method was applied to analyze the influence of
      digital tools in different departments. This approach is grounded
      in employees’ observations and hands-on experiences with
      technologies during their daily routines. The inductive method
      enables the identification of patterns, operational impacts, and
      contextual barriers related to digital transformation,
      facilitating the generation of broader insights from specific
      experiences (Jamwal et al., 2025).</p>
    </sec>
    <sec id="justification-and-contribution-of-the-study">
      <title>3.4 Justification and Contribution of the Study</title>
      <p>While digital transformation in production systems has received
      extensive attention globally, there is still limited empirical
      evidence focused on small and medium-sized enterprises (SMEs) in
      Ecuador, particularly in the food and chocolate sectors. This
      study addresses that gap by offering a contextualized exploration
      of how digital tools are integrated and perceived within a real
      operational setting. Its main contribution lies in providing
      practical insights that support inclusive innovation strategies
      and guide the formulation of targeted training and investment
      policies aligned with real-world operational needs (Silva et al.,
      2024; Vega et al., 2025).</p>
    </sec>
    <sec id="population-and-sample.">
      <title>3.5 Population and sample.</title>
      <p>The study used a purposive sample of ten employees from both
      administrative and production departments of the company. These
      individuals were selected based on their direct involvement with
      digital tools in their daily work, allowing for the collection of
      diverse perspectives across key functional areas. Inclusion
      criteria involved employees with practical experience in the
      application of digital technologies, while exclusion criteria
      omitted those who did not engage with digital processes or had not
      received sufficient training. Although the sample size is small,
      it aligns with the qualitative research approach, which emphasizes
      analytical depth over statistical generalization (Kavre et al.,
      2025).</p>
    </sec>
    <sec id="data-collection-techniques.">
      <title>3.6 Data collection techniques.</title>
      <p>Semi-structured interviews were used to gather general
      information from employees. These included both open and
      closed-ended questions focused on the use, benefits, and
      limitations of the digital tools implemented. Interviews, as a
      specific form of knowledge-producing dialogue, allowed for
      in-depth interaction between interviewer and interviewee. The
      responses were subsequently processed using qualitative data
      analysis software, allowing thematic coding through keywords and
      specific categories (Kee et al., 2025).</p>
    </sec>
    <sec id="technique-for-data-analysis.">
      <title>3.7 Technique for data analysis.</title>
      <p>To perform the interpretation of data or results, a statistical
      software called Atlas was used. This indicates or codes the
      information provided, in our example, a short interview, which
      indicates that it will be a qualitative interpretation as it will
      have results such as opinions, knowledge, and experience, as
      illustrated in <xref ref-type="fig" rid= "figure01">Figure 1</xref>.</p>
      <fig id="figure01">
        <caption><p>Figure 1. Term Map from the Analysis in
        Atlas.ti.</p></caption>
        <graphic xlink:href="https://revistas.ug.edu.ec/index.php/easi/en/article/download/2062/version/2105/5311/13316/figure01.png" />
      </fig>
      <p>Additionally, Table 1 presents the semi-structured interview
      guide used in the study, which served as the basis for data
      collection. The questions were designed to explore the
      participants’ perceptions of the implementation and effects of
      digital tools in different areas of the company. The interview
      guide was previously validated through expert judgment, involving
      five professionals with expertise in industrial production,
      digital transformation, and educational research. These experts
      evaluated the clarity, relevance, and coherence of the questions,
      ensuring the instrument’s adequacy for the study’s objectives.</p>
      <p>Table 1. Interview guide on the impact of digital tools.</p>
      <table-wrap>
        <table border="1">
          <thead>
            <tr>
              <th>Topic</th>
              <th>Interview Question</th>
              <th>Justification</th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td>Perception of digital transformation</td>
              <td>How would you describe the digital transformation the
              company has experienced in recent years?</td>
              <td>To explore the participant's general awareness and
              understanding of technological changes in the
              company.</td>
            </tr>
            <tr>
              <td>Types of digital tools</td>
              <td>What types of digital tools are currently used in the
              company’s main processes?</td>
              <td>To identify the specific technologies implemented and
              their application areas.</td>
            </tr>
            <tr>
              <td>Areas of greatest impact</td>
              <td>In which areas do you believe the digital impact has
              been most significant: production, distribution,
              marketing, or other?</td>
              <td>To determine which operational areas have been most
              affected by digitalization.</td>
            </tr>
            <tr>
              <td>Process efficiency</td>
              <td>Have digital tools improved the efficiency of
              production processes? Could you provide an example?</td>
              <td>To assess perceived improvements in productivity or
              workflow.</td>
            </tr>
            <tr>
              <td>Resource optimization and waste reduction</td>
              <td>How have digital tools contributed to reducing waste
              or improving resource management?</td>
              <td>To understand the role of digitalization in
              sustainability and operational control.</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
    </sec>
  </sec>
  <sec id="results">
    <title>4. RESULTS</title>
    <p>The analysis of the interviews conducted with ten employees from
    the chocolate industry company revealed varying levels of impact
    resulting from the implementation of digital tools across different
    operational areas. These results are summarized in <xref ref-type="fig" rid= "figure02">Figure 2</xref>, which
    illustrates the perceived digital impact by area according to the
    participants. The production area registered the highest level of
    impact, with 80%, as several employees emphasized the automation of
    production lines, which has contributed to reducing operational
    errors and processing times. In the distribution area (70%),
    participants highlighted the use of digital monitoring and tracking
    systems that have improved logistics and coordination. The marketing
    area, with a 65% impact, benefited from the integration of CRM
    platforms and social media tools, facilitating better customer
    engagement and targeted promotional strategies.</p>
    <p>Participants from the administrative area noted improvements in
    communication and coordination with national and international
    clients through digital tools. Finally, other areas such as
    procurement and support services were also influenced by digital
    transformation, albeit to a lesser degree (40%), indicating partial
    integration and opportunities for further technological
    development.</p>
    <fig id="figure02">
      <caption><p>Figure 2. Impact of digital tools by
      area.</p></caption>
      <graphic xlink:href="https://revistas.ug.edu.ec/index.php/easi/en/article/download/2062/version/2105/5311/13317/figure02.png" />
    </fig>
    <p>An analysis was conducted based on the responses provided by the
    workers regarding the use of digital tools across different
    functions in the company. The results were organized into categories
    and quantified based on the frequency and perceived relevance of
    each tool. As illustrated in <xref ref-type="fig" rid= "figure03">Figure 3</xref>, the most used tool
    corresponds to management software, with a reported use of 30%,
    followed by machinery sensors and CRM systems, both with 25%.
    Finally, social media platforms represent 20% of the digital tools
    mentioned. These findings highlight the emphasis placed on
    automation, process control, and customer relationship management in
    the company's digitalization efforts. The identified tools reflect
    the operational priorities of the organization and the degree to
    which digital transformation has been integrated into everyday
    tasks.</p>
    <fig id="figure03">
      <caption><p>Figure 3. Most used digital tools.</p></caption>
      <graphic xlink:href="https://revistas.ug.edu.ec/index.php/easi/en/article/download/2062/version/2105/5311/13318/figure03.png" />
    </fig>
    <p>The workers agreed that digital tools helped reduce time and
    avoid consuming unnecessary inputs for production. Despite the
    advantages of digital tools, there are also disadvantages or
    challenges, such as the need to train staff and new workers who have
    or use digital tools in their daily tasks, thus achieving better
    adaptability and meeting the demands of the national and
    international market.</p>
  </sec>
  <sec id="discussion">
    <title>DISCUSSION</title>
    <p>The transition to digital tools observed in the analyzed
    chocolate company reflects a broader global trend in the adoption of
    Industry 4.0 technologies, particularly within production and
    administrative areas. This trend reinforces the growing recognition
    among small and medium-sized enterprises (SMEs) of the value of
    digitalization in enhancing operational efficiency. The findings of
    this study (Figures 2 and 3) demonstrate that digital transformation
    has had a notable impact on core areas such as production (80%) and
    distribution (70%), with the most used technologies being management
    software, sensors, and CRM systems. These tools have helped reduce
    human error, improve decision-making, and strengthen customer
    relationship management. These results align with Kumar et al.
    (2020), who emphasize that the application of Industry 4.0
    technologies improves sustainable organizational performance.
    However, the success of digital integration depends not only on
    technological infrastructure but also on an organization’s ability
    to adapt and provide adequate staff training. In this regard,
    Rojas-Berrio et al. (2022) point out that SMEs in emerging economies
    face critical barriers such as resistance to change, limited
    managerial experience, and insufficient institutional support of
    which were evident in the company studied. These structural
    limitations can delay or hinder the effective implementation of
    digital solutions.</p>
    <p>Similarly, this company’s experience aligns with findings from
    Vega et al. (2025) and Chooset and Sukhabot (2025), who stress the
    importance of digital maturity and entrepreneurial competencies in
    sustaining digital transformation. In this context, staff training
    and proactive innovation strategies are key enablers; without them,
    digital initiatives may fall short of their intended impact. It is
    also worth noting that although digital transformation is typically
    perceived as a strategic advantage, Thuy et al. (2023) caution that
    it can become a barrier to business growth in SMEs especially
    export-oriented ones when the pace of technological change surpasses
    an organization's absorptive capacity. While the company studied
    does not currently operate in international markets, the internal
    challenges identified such as limited training and uneven tool
    adoption across departments highlight similar vulnerabilities.
    Therefore, the evidence supports the view that digitalization is not
    merely a technical shift but also a human and organizational one.
    This perspective is echoed by Qureshi et al. (2025), who argue that
    successful Lean 4.0 adoption requires structured planning, staff
    engagement, and continuous improvement practices. The case also
    resonates with Jamwal et al. (2025), who suggest that SMEs need a
    structured decision-making framework to overcome sustainability
    challenges during digital transformation processes.</p>
    <p>In summary, the company’s efforts to implement and scale digital
    tools reflect a microcosm of broader regional dynamics, where SMEs
    are gradually moving toward data-driven, efficiency-oriented models.
    However, for this shift to be sustainable, it must be supported by
    robust training programs, institutional backing, and clear alignment
    with organizational goals.</p>
  </sec>
  <sec id="conclusion">
    <title>CONCLUSION</title>
    <p>The implementation of digital tools in the studied chocolate
    company reveals a clear shift from traditional, manual processes
    toward a more integrated and data-driven operational model aligned
    with the principles of Industry 4.0. This transition has not only
    modernized production lines using technologies such as sensors and
    monitoring systems, but also strengthened organizational functions
    like distribution, administration, and marketing, as evidenced using
    CRM platforms and social media tools. The findings show that the
    production area has benefited most from automation, particularly
    through the reduction of errors and processing time. In turn, this
    has translated into improved efficiency, resource optimization, and
    cost reduction, particularly by minimizing the unnecessary use of
    raw materials consistent with what has been reported in regional
    studies on the digital transformation of the food sector (Stubrin,
    2022; Larrea &amp; Alvarado, 2024).</p>
    <p>Moreover, the case demonstrates that digitalization is not
    exclusively a technological shift, but also a human and
    organizational process. The success of these tools is closely tied
    to the capacity of personnel to adapt and use them effectively, a
    factor emphasized by both interviewees and reinforced using
    semi-structured instruments validated by expert judgment. Continuous
    training and targeted investment in digital competencies are thus
    not optional, but strategic enablers of sustainability and
    competitiveness, especially for SMEs operating in emerging
    economies. In this context, the study contributes by offering
    empirical insights into how digital tools are adopted at a
    micro-organizational level, providing a relevant reference for
    public policies, institutional programs, and future research. It
    also highlights the need for context-specific digital strategies
    that account not only for technological readiness, but also for
    human capital and organizational culture.</p>
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