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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>L. Bálint);</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Towards Agriculture 5.0 in the European Union: Training and digital skill trends in the agricultural sector⋆</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Levente P. Bálint</string-name>
          <email>balint.peter.levente@econ.unideb.hu</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Szilvia Botos</string-name>
          <email>botos.szilvia@econ.unideb.hu</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>László Várallyai</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>University of Debrecen, Faculty of Economics, Institute of Methodology and Business Digitalization</institution>
          ,
          <addr-line>138 Böszörményi út, 4032 Debrecen</addr-line>
          ,
          <country country="HU">Hungary</country>
        </aff>
      </contrib-group>
      <volume>000</volume>
      <fpage>0</fpage>
      <lpage>0003</lpage>
      <abstract>
        <p>Sustainability and digital transformation are two processes that significantly impact the agricultural sector. Digital transformation alone requires companies to highly coordinate them available human capital and new technologies. Sustainability makes sure this happens in an environmentally friendly way. These principles brought changes to the sector, and today Agriculture 5.0 has started to replace Agriculture 4.0, which integrates digital technologies alongside with focusing on optimizing resources, improving efficiency and applying sustainable practices in firm operations. Thanks to new digital technologies, human resources can be even more effectively managed as a strategic resource within organizations. In our study, we review the trends of the past 10 years related to agricultural education at BSc/BA and MA/MSc levels. We also examine the current digital skills of those working in agriculture, highlighting competencies related to data analysis. We present the digital technologies characteristic of the sector and those anticipated in the future, along with the associated required digital competencies. Our results are presented from the perspective of digital, data-driven decision support, which helps quantify and collect various indicators of effectiveness and sustainability within a framework, thus achieving the set economic and environmental goals.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;Digital skills</kwd>
        <kwd>Agriculture 5</kwd>
        <kwd>0</kwd>
        <kwd>data analysis 1</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
    </sec>
    <sec id="sec-2">
      <title>2. Literature review</title>
      <p>The authors began the research with discovering all the relevant literatures of the field with a
keyword analysis. They have generated a co-occurrence map via WoSViewer which provided
intriguing insights (Figure 1). This visual representation notably reveals several concentrated
clusters where certain terms intersect significantly with agriculture, suggesting an evolving dialogue
in academia where digital skills and digitalization are increasingly recognized for their
transformative potential.</p>
      <p>The keyword analysis was performed on available articles indexed in Scopus, with 2616 used
keywords. Of these, 60 appeared more than five times and are used simultaneously. The keyword
that appears most often is ‘agriculture’, followed by ‘digital skills’, ’digitalization’ and ’sustainable
development’. The most common ones are detailed in Table 1. Those keywords that occurred more
than 5 times have been grouped into six co-occurrence clusters (which were ICT &amp; labour, IoT &amp;
Economy, sustainable agriculture, education &amp; competence, digitalization &amp; innovation and digital
literacy in agriculture). The increasing emphasis on digital skills in the latest related research papers
highlights a broader recognition of their essential role in driving competitiveness, particularly within
the agricultural sector.</p>
      <p>In recent years, the incorporation of modern technological skills into agricultural activities has
become essential for advancing long-term sustainability goals. The growing use of digital
technologies in rural regions is reshaping previous sectoral practices, leading to more efficient
resource allocation and the development of innovative farming and management techniques.</p>
      <p>While this shift toward digital methods is promising, it also underscores the gap between urban
and rural areas in terms of technology and knowledge access. Addressing this disparity is crucial to
fully harness the benefits of digital advancements in agriculture. By obtaining more advanced digital
skills the adoption and implementation of new technologies becomes smoother, paving the way for
a more efficient and resilient agricultural performance.
2.1. Secondary data analysis</p>
      <p>To substantiate our findings, we collected relevant datasets from Eurostat regarding the digital
skills of those individuals who are working in agriculture and are aged between 15-74 years. Eurostat
collects data regarding a wide range of different soft and computer skill, which need further detailing.</p>
      <p>
        For this study, secondary data was collected from surveys targeting agricultural engineers who
completed their university degrees in Hungary. The two primary publicly accessible sources of data
were the DiplománTúl (2024) and the FIR (Adult Education Information System) database
        <xref ref-type="bibr" rid="ref5">(FIR, 2024)</xref>
        .
These surveys spanned from 2014 to 2021 (and still going on) and encompassed graduates from
BA/BSc, MA/MSc levels, and vocational training programs as well in adult education. The
information gathered focused on students who graduated in agricultural fields and their employment
outcomes, with job placements categorized according to the Hungarian Standard Classification of
Occupations (FEOR) and NACE Rev.2.
      </p>
      <p>Since the data was initially distributed by majors, we calculated approximate headcounts of
graduates who secured employment, either full-time or alongside further studies upon their
graduation. After compiling the total number of graduates per occupation, we identified the most
common positions, which were predominantly in the management area.</p>
      <p>Our research builds on the work of Zhou et al. (2024), who highlighted that individuals with higher
education tend to possess more advanced digital skills and have higher digital literacy, making them
well-suited to manage and resolve complex challenges in agricultural management issues.</p>
      <p>
        While similar studies have been conducted in in India
        <xref ref-type="bibr" rid="ref11">(Bansal et al., 2022)</xref>
        , Romania
        <xref ref-type="bibr" rid="ref2">(Bodescu et
al., 2024)</xref>
        , Austria
        <xref ref-type="bibr" rid="ref10">(Ramalho et al., 2023)</xref>
        and Vietnam
        <xref ref-type="bibr" rid="ref6">(Kieu, 2024)</xref>
        - where researchers assessed the
level of digital skills and competencies of students and lecturers in agricultural engineering programs
with primary data collection methods. Currently, there is no comparable research in the literature
that relies on representative secondary data sources to support the key findings of the previously
mentioned studies.
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Results</title>
      <p>There are several indicators that Eurostat measure every two years. Among agricultural workers
the level of digital literacy is quite high (Figure 2), however if we examine other digital skills, we can
conclude that there are fundamental differences among nations. The level of safety, problem-solving,
collaboration and online ICT skills of these individuals are very low in some cases. It needs to be
highlighted here that in most cases the EU member countries have no available data to analyze,
making it harder to compare and define best practices. Based on the analysed results, northern and
western European countries can be considered high performers, central and southern member
countries are moderate performers, and eastern countries lag behind these countries.</p>
      <p>After summarizing the filled occupations of the working agricultural engineer graduates, we
found that while most of their jobs were closely aligned with their academic trainings, some pursued
roles outside their specific field. We believe these positions are attracting more graduates, often
leading them to shift into new sectors or industries (Figure 3). Although, these roles may not be
directly tied to their academic programs, they often require the digital skills and specialized
knowledge gained during their studies, offering graduates new and diverse career paths.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Conclusions</title>
      <p>Our findings reveal a growing number of graduates in the agricultural fields, with the exception
of a decline during the pandemic. However a significant portion of these graduates are employed
outside the agricultural sector, which presents a challenge. Higher education graduates often possess
the digital skills emphasized in the Agriculture 5.0 framework, yet there are notable deficiencies in
these skills among the current agricultural workforce. It would be advantageous to retain digitally
skilled graduates in agriculture-related positions after graduation, as this could help mitigate the
shortage of skilled labour in the sector. The level of digital skills of agricultural workers is generally
acceptable, but if we look at the more specific competencies, there are already shortcomings. At both
the agricultural sector and supply chain levels, as well as across the entire agri-food industry, the
presence of digital skills will play an increasingly crucial role in achieving the latest sustainability
goals. Complex digital knowledge is required to select and use the appropriate technologies in the
field, and to apply digital solutions that complement them.</p>
    </sec>
    <sec id="sec-5">
      <title>Declaration on Generative AI</title>
      <p>The author(s) have not employed any Generative AI tools.</p>
    </sec>
  </body>
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