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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Shifting sands: analyzing trends in educational technology research published in Educational Technology Quarterly (2021-2023)</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Serhiy O. Semerikov</string-name>
          <email>semerikov@gmail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
          <xref ref-type="aff" rid="aff4">4</xref>
          <xref ref-type="aff" rid="aff7">7</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Tetiana A. Vakaliuk</string-name>
          <email>tetianavakaliuk@gmail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff4">4</xref>
          <xref ref-type="aff" rid="aff7">7</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Pavlo P. Nechypurenko</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Iryna S. Mintii</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
          <xref ref-type="aff" rid="aff4">4</xref>
          <xref ref-type="aff" rid="aff5">5</xref>
          <xref ref-type="aff" rid="aff6">6</xref>
          <xref ref-type="aff" rid="aff7">7</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Olha V. Bondarenko</string-name>
          <email>bondarenko.olga@kdpu.edu.ua</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Academy of Cognitive and Natural Sciences</institution>
          ,
          <addr-line>54 Universytetskyi Ave., Kryvyi Rih, 50086</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Institute for Digitalisation of Education of the NAES of Ukraine</institution>
          ,
          <addr-line>9 M. Berlynskoho Str., Kyiv, 04060</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Kremenchuk Mykhailo Ostrohradskyi National University</institution>
          ,
          <addr-line>20 University Str., Kremenchuk, 39600</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>Kryvyi Rih National University</institution>
          ,
          <addr-line>11 Vitalii Matusevych Str., Kryvyi Rih, 50027</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff4">
          <label>4</label>
          <institution>Kryvyi Rih State Pedagogical University</institution>
          ,
          <addr-line>54 Universytetskyi Ave., Kryvyi Rih, 50086</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff5">
          <label>5</label>
          <institution>Lviv Polytechnic National University</institution>
          ,
          <addr-line>12 Stepana Bandery Str., Lviv, 79000</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff6">
          <label>6</label>
          <institution>University of Łódź</institution>
          ,
          <addr-line>68 Gabriela Narutowicza Str., 90-136 Łódź</addr-line>
          ,
          <country country="PL">Poland</country>
        </aff>
        <aff id="aff7">
          <label>7</label>
          <institution>Zhytomyr Polytechnic State University</institution>
          ,
          <addr-line>103 Chudnivsyka Str., Zhytomyr, 10005</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
      </contrib-group>
      <fpage>72</fpage>
      <lpage>82</lpage>
      <abstract>
        <p>Educational technology is dynamic, with new developments and innovations continuously shaping research directions and priorities. The Educational Technology Quarterly (ETQ) ofers valuable insights into evolving trends within this domain through its broad publication of studies across various educational contexts and technologies. This paper provides a bibliometric analysis of research articles published in ETQ from 2021-2023 to identify key themes and changes in focus over this period.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;educational technology</kwd>
        <kwd>bibliometric analysis</kwd>
        <kwd>research trends</kwd>
        <kwd>digital competence</kwd>
        <kwd>blended learning</kwd>
        <kwd>cloud computing</kwd>
        <kwd>COVID-19 impact</kwd>
        <kwd>Educational Technology Quarterly</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>Educational technology encompasses a broad range of topics related to using technological tools
and innovations to facilitate and enhance teaching and learning. As new technologies emerge and
pedagogical paradigms evolve, this domain’s focal points and priorities are constantly shifting. Tracking
and analyzing these trends is crucial for understanding the state of the field and where research eforts
should be directed going forward.</p>
      <p>
        The scholarly journal Educational Technology Quarterly (ETQ) ofers a valuable window into
contemporary developments and discussions within educational technology research [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. Published by
the Academy of Cognitive and Natural Science (ACNS) [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], ETQ has established itself as a prominent
platform for disseminating high-quality studies. Its broad scope spans diverse technological contexts
and educational levels, from pre-school to higher education and life-long learning. As such, the body of
literature published in ETQ represents a rich dataset for investigating evolving priorities and themes
over time within this dynamic field.
      </p>
      <p>This paper undertakes a bibliometric analysis of ETQ articles published over a recent three-year
period (2021-2023). Examining patterns and changes in the topics covered during this window aims to
elucidate the current landscape and trajectories of educational technology research. ETQ was selected
as the focal journal for several key reasons:
• Its longevity provides a suficiently large dataset for longitudinal analysis over multiple years.
• As an established, peer-reviewed journal, ETQ content represents cutting-edge findings in the
ifeld.
• In the meantime, ETQ content is not indexed by the leading scientometric databases like Scopus
and Web of Science.</p>
      <p>Therefore, ETQ constitutes an ideal case study for systematically mapping educational technology
research trends and developments through bibliometric techniques. The findings will shed light on the
prevalent topics of inquiry today and how priorities are shifting over time.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Methodology</title>
      <p>
        The dataset for this bibliometric study comprised 72 research articles published in the Educational
Technology Quarterly (ETQ) from 2021-2023 [
        <xref ref-type="bibr" rid="ref10 ref11 ref12 ref13 ref14 ref15 ref16 ref17 ref18 ref19 ref20 ref21 ref22 ref23 ref24 ref25 ref26 ref27 ref28 ref29 ref3 ref30 ref31 ref32 ref33 ref34 ref35 ref36 ref37 ref38 ref39 ref4 ref40 ref41 ref42 ref43 ref44 ref45 ref46 ref47 ref48 ref49 ref5 ref50 ref51 ref52 ref53 ref54 ref55 ref56 ref57 ref58 ref59 ref6 ref60 ref61 ref62 ref63 ref64 ref65 ref66 ref67 ref68 ref69 ref7 ref70 ref71 ref72 ref73 ref74 ref8 ref9">3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20,
21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,
51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74</xref>
        ]. Article metadata,
including titles, abstracts, keywords, and publication dates, were retrieved using the journal’s website
in BibTex format.
      </p>
      <p>Full-text abstracts for each article were extracted from the BibTeX files. Abstract texts were
preprocessed by converting all text to lowercase, removing stop words and punctuation, lemmatization, and
stemming. This produced a corpus of cleaned abstract text ready for bibliometric analysis.</p>
      <p>The VOSViewer software tool was used to conduct the abstract corpus’s bibliometric analysis.
Specifically, VOSViewer was used to extract author keywords and generate and visualize maps of
co-occurring keywords in the text. Abstracts were input to VOSViewer to identify frequent terms and
iflter out terms that occurred fewer than ten times. This resulted in 2134 extracted terms, of which 29
met the minimum occurrence threshold 10.</p>
      <p>Various bibliometric techniques were applied to analyze this set of frequent keywords:
• Keyword analysis to determine the frequency of topics
• Temporal analysis of publication dates and topics
• Network analysis of co-occurrences between keywords
• Geographic analysis of author locations</p>
      <p>These techniques provided quantitative indicators and visual mappings to elucidate the salient themes
and trends within the dataset.</p>
    </sec>
    <sec id="sec-3">
      <title>3. Analysis and discussion</title>
      <sec id="sec-3-1">
        <title>3.1. Keyword analysis</title>
        <p>The co-occurrence network map generated in VOSViewer provided valuable visualizations of the
relationships and clusters among frequent keywords in the ETQ dataset. As shown in figure 1, five
distinct clusters emerged.</p>
        <p>Cluster 1 centers on keywords such as “digital competence”, “information”, and “system”, indicating
a focus on developing digital skills and utilizing technology systems.</p>
        <p>Cluster 2 contains keywords like “blended learning”, “concept”, and “practice”, reflecting research on
pedagogical models and educational concepts.</p>
        <p>Cluster 3 includes keywords such as “cloud”, “environment”, and “model”, relating to technological
infrastructure and frameworks.</p>
        <p>Cluster 4 contains keywords like “methodology”, “project”, and “study”, potentially pointing to
research methods and processes.</p>
        <p>Finally, cluster 5 contains keywords such as “covid”, “educational process”, and “survey”, signalling
research undertaken in response to the COVID-19 pandemic.</p>
        <p>Notably, the keywords “learning”, “level”, “problem”, and “efectiveness” occupy central positions
spanning multiple clusters. This suggests they represent interdisciplinary topics connecting these
research domains.</p>
        <p>The scattered peripheral keywords “future specialist”, “programming”, and “virtual chemical
laboratory” indicate more niche focus areas studied.</p>
      </sec>
      <sec id="sec-3-2">
        <title>3.2. Temporal analysis</title>
        <p>Mapping the keywords by their publication dates reveals several interesting temporal patterns and
changes in research focus over time (figure 2).</p>
        <p>Terms related to the COVID-19 pandemic, including “covid”, “survey”, and “educational process”,
emerged abruptly in 2021 and remained frequent throughout the dataset, reflecting a surge in
pandemicdriven research.</p>
        <p>“Cloud” first gained traction in 2021, pointing to growing attention on cloud-based technologies and
remote learning during the pandemic’s onset. This term has continued trending upward, signalling
sustained focus in this area.</p>
        <p>In contrast, keywords like “gamification” and “virtual chemical laboratory” only gained prominence
in 2022 and 2023, respectively, indicating these were newer rising topics of inquiry.</p>
        <p>Terms such as “model”, “practice”, and “organization” displayed peaks in 2021 before declining over
2022-2023. This suggests certain research priorities were more time-bound to the pandemic’s early
stages.</p>
        <p>By 2023, keywords like “methodology”, “problem”, and “programming” overtook some earlier topics
in frequency, indicating a return to more foundational educational technology research as the acute
pandemic period receded.</p>
        <p>Notably, “digital competence” first rose substantially in 2022, and its upward trajectory continued
through 2023, pointing to rapidly growing, sustained interest in developing digital skills and literacy.</p>
        <p>The temporal mapping provides insights into how research priorities shifted in response to emerging
issues like the pandemic versus more persistent, steadily rising topics like digital competence
development. The predominance of recent average publication years (2022 onward) for most keywords signals
the currency of these research foci within the last two years.</p>
      </sec>
      <sec id="sec-3-3">
        <title>3.3. Network analysis</title>
        <p>The co-occurrence network (figure 1) reveals several noteworthy patterns in the connections between
keywords that provide further insights into the relationships between research topics.</p>
        <p>There is a strong linkage between the keywords “learning” and “level”, indicating close interrelation
between research investigating learning processes and outcomes.</p>
        <p>Similarly, “cloud” and “environment” are strongly connected, highlighting a joint focus on cloud-based
technologies and online environments.</p>
        <p>“Model” forms connections across multiple clusters, suggesting it is an interdisciplinary topic spanning
conceptual frameworks, technologies, and research methods.</p>
        <p>Meanwhile, peripheral keywords like “future specialist” and “virtual chemical laboratory” have fewer
connections, pointing to their more siloed domain-specific nature.</p>
        <p>“Digital competence” bridges the clusters related to technologies and conceptual models, showing it
links these domains.</p>
        <p>Language Studies
History and Philosophy of Science</p>
        <p>Experimental Psychology</p>
        <p>Ergonomics
Educational Psychology</p>
        <p>Software Engineering</p>
        <p>Medical Informatics
Education Research</p>
        <p>Computer Science
Information and Library Science
2
2
2
2
2</p>
      </sec>
      <sec id="sec-3-4">
        <title>3.4. Geographic analysis</title>
        <p>Analysis of the author afiliations provides valuable insights into the geographic distribution of research
published in ETQ from 2021-2023 (figure 4).</p>
        <p>Author afiliations spanned 13 countries, led by Ukraine (69%). In 2023, the proportion of contributions
from Ukraine decreased to 50%, and the proportion of contributions from Middle Eastern and African
countries grew from 0% in 2021 to 25% in 2023. This points to increasing global diversification, albeit
with Europe still dominant.</p>
        <p>Poland led in publications among European countries, reflecting the broader collaboration of Polish
and Ukrainian universities in educational technology research.</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. Conclusion</title>
      <p>This bibliometric analysis of ETQ research articles published from 2021-2023 provides quantitative
evidence regarding educational technology research’s recent trends and evolving landscape.
3
3
7
7
9</p>
      <p>China
United Arab Emirates</p>
      <p>Philippines
United Kingdom</p>
      <p>Turkey
Nigeria</p>
      <p>Japan
Tanzania</p>
      <p>Austria</p>
      <p>Israel
Poland</p>
      <p>Ukraine
United States
1
1
1
1
1
1
1
2
2
3
3
5
50</p>
      <p>Keyword analysis surfaced prominent topics such as blended learning, cloud computing, COVID-19
impacts, digital competence development, and learning environments. Network analysis revealed
connections between cross-cutting ideas like problem-solving, learning processes, conceptual models,
and cloud tools across cluster boundaries.</p>
      <p>Temporal mapping illuminated enduring trajectories, as in the steady rise of digital competence,
versus transient peaks of pandemic-driven priorities. Geographic patterns highlighted the persistence
of traditional research powers amidst increasing global participation.</p>
      <p>Together, these findings portray a research field adapting to current shocks like COVID-19 while still
expanding in scope and attention on longer-term priorities like enhancing digital skills. They showcase
ETQ’s extensive coverage at the forefront of these developments.</p>
      <p>However, this study represents only a preliminary bibliometric examination of recent ETQ literature.
Further work could conduct more sophisticated statistical analyses of topic correlations and distributions.
Moreover, associating observed patterns with broader technological and educational contexts could add
explanatory power.</p>
      <p>Comparative analysis against other educational technology journals may ofer additional insights
into ETQ’s coverage and contributions vis-à-vis the broader field. Longer-term longitudinal tracking
could reveal continuities and disruptions in focus areas over decades.</p>
      <p>This paper provides a data-driven perspective into the foci and trends shaping current educational
technology research, as ETQ’s recent publications exemplify. The findings set the stage for more
advanced and contextualized bibliometric studies that can unpack the forces and implications driving
knowledge production in this dynamically evolving domain.</p>
    </sec>
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