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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>Yurii Ramskyi STE(A)M Workshop co-located with XVII International Conference on Mathematics,
Science and Technology Education, May</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Initial view of the perception of STEM disciplines among students at school</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Yaroslav Sapsai</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Roman Chemerisskyi</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Iryna Sapsai</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Borys Grinchenko Kyiv Metropolitan University</institution>
          ,
          <addr-line>18/2, Bulvarno-Kudriavska Str., Kyiv, 04053</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Innovative lyceum I-School</institution>
          ,
          <addr-line>14, Knyazya Romana Mstyslavycha Str., Kyiv, 02192</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Yuriy Fedkovych Chernivtsi National University</institution>
          ,
          <addr-line>2 Kotsubinsky Str., Chernivtsi, 58012</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2025</year>
      </pub-date>
      <volume>14</volume>
      <issue>2025</issue>
      <fpage>5</fpage>
      <lpage>12</lpage>
      <abstract>
        <p>The article presents the initial results of a study of the perception of STEM disciplines among middle and high school students at the private school “Innovative Lyceum “I-School”. The authors highlighted the diferences in the perception of STEM disciplines by category. The researchers found that the preliminary initial data indicate that it is necessary to improve STEM programs for each grade separately. In addition, the authors propose the idea of creating a diagnostic digital platform 'STEM. The School Diagnostic Tool'. In the future, this platform might be used to improve the planning strategies for studying STEM disciplines by teachers and school leaders.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;STEM disciplines</kwd>
        <kwd>'STEM</kwd>
        <kwd>School Diagnostic Tool'</kwd>
        <kwd>interest in STEM</kwd>
        <kwd>STEM education</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>diagnostic tool’. We believe that the results obtained will allow us to draw conclusions and identify
how to improve interest in STEM education.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Methodology</title>
      <p>
        The aim of our research is to analyze the perception of STEM disciplines among the students of secondary
and high schools. The research has been conducted using the survey on STEM perception [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. The
questionnaire was translated into Ukrainian by the authors of the article and adapted. The survey was
conducted among students in grades 5 and 11. The research indicates the preferences for studying
STEM disciplines and careers by diferent age groups and grade classes in schools. The data used to
evaluate the survey results included 75 people. The surveyed participants studied in grades 5-11 at the
private school "Innovative Lyceum I-School". Among these participants included 42 girls ( 56 % ) and 33
boys ( 44 % ). The survey was conducted using the Likert Scale with 7 items. The average value is 4 on
this scale.
      </p>
      <p>In private school “Innovative Lyceum “I-School”, students study full-time day (from 9:00 a.m. to
6:00 p.m.). In elementary school, students learn STEM as a subject once a week. In middle and high
school, they have a STEM Day once a week for diferent classes. After basic lessons in the afternoon,
students have classes and clubs to choose: robotics, IT technologies and other disciplines. The lyceum
has been an individual educational trajectory for each student, so students additionally attend lessons
in mathematics and natural sciences.</p>
      <p>As STEM education is actively developing in the lyceum, the authors decided to investigate how the
approach to teaching, learning and planning the STEM direction might be improved. Research and
statistics are based just on private school “Innovative Lyceum “I-School”.</p>
      <p>It also needs to be clarified that the number of students participating in the survey is not enough to
draw strong, statistically valid conclusions from the results. However, the results of the assessment
might be used to recognize certain trends and to explore them in more detail in future assessments.
The data obtained are based solely on participants’ self-assessments and are not compared to large
representative groups of students. Therefore, the possibility of overestimation and underestimation by
students can’t be ruled out.</p>
    </sec>
    <sec id="sec-3">
      <title>3. Results</title>
      <p>In this research, the following methods have been used to determine diferences in perceptions of STEM
disciplines: analysis of mean scores and ranking. To assess the diferences between disciplines, the mean
scores for each category have been compared. A comparison of the mean scores for each discipline for
students in grades 5-11 by category (C1 – C5) shows in figures 1-4.</p>
      <p>Analyzing the figures 1-4, initial data indicates that for the “Innovative Lyceum “I-School” students in
grade 5 seem to be more interested in STEM subjects than students in grade 11. For example, the average
score on the Likert scale is 4, and if the results of the survey of 11th grade students in ’Engineering’,
’Mathematics’ and ’Technology’ disciplines are taken, they score below this average, indicating the
importance of engaging and motivating students to study these disciplines. There is also a noticeable
decline in interest in engineering among 8th grade students. In order to perform a more detailed analysis
and to understand which subjects students are more interested in, the authors ranked the STEM subjects
for each category according to the average score: the highest average score means greater interest and
is given rank 1 (the most interesting), and as the average score decreases, the rank increases. The results
are shown in table 1.</p>
      <p>The results of the rankings for diferent categories C1 – C5 indicate some trends in the distribution
of students’ preferences. In order to understand more clearly the preferences for STEM studies among
students in grades 5-11, this study suggests creating a sequence of STEM disciplines according to
scoring. The analysis showed that 5th grade students are most excited, fascinated, and meaningful to
learn ’Mathematics’ and ’Engineering’. In grades 5-9, ’Technology’ is most often ranked in the top place.</p>
      <p>Students in the 10th grade prefer ’Science’. And for 11th grade students in the C2 – C5 categories, the
sequence of disciplines does not change, which indicates a stable preference. Consider the results of the
survey comparing the perception of STEM careers (figure 5).</p>
      <p>In order to analyze the data (see figure 5), we used the results of responses from students in grades
5, 9 and 11. In grade 5, students are just beginning to study science subjects. Grade 9 students are</p>
      <sec id="sec-3-1">
        <title>GRADE E T</title>
      </sec>
      <sec id="sec-3-2">
        <title>Ranking of STEM disciplines N 8 10</title>
        <p>13
15
8
16
5
8
10
13
15
8
16
5
8
10
13
15
8
16
5
8
10
13
15
8
16
5
5
6
7
8
9
10
11
5
6
7
8
9
10
11
5
6
7
8
9
10
11
5
6
7
8
9
10
11
5
6
7
8
9
10
11</p>
        <p>
          M
ifnishing secondary school, so the result of the survey on students’ preferences is quite interesting. And
the results of the survey of grade 11 students show an interest in STEM careers after high school. Figure
5 shows that STEM careers are important for 5th graders in all categories, but these values decrease for
9th, and 11th graders. Moreover, for 11th graders, the lowest scores were obtained in categories C2-C5,
but the respondents noted that a career in STEM is fascinating (C1). Therefore, it can be concluded from
the results of the survey in this research that there is a need to improve educational programs for each
grades in school separately. The importance of developing innovative approaches to increase interest
in STEM subjects remains one of the key challenges for students between grades 5 and 11. It should
be noted that diferent age groups of students have diferent preferences for STEM subjects. Thus, in
order to implement the idea of improving STEM education programs, it would be advisable to ofer a
software solution that, based on the results of the questionnaire, could automatically provide schools
with recommendations to support interest in STEM subjects in the classroom, but should not overload
the learning process. Nowadays, there are software solutions and digital applications for analyzing
the level of interest in STEM subjects. Achieve3000 [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ], for example, provides personalized learning
adapted to the student’s level and allows for progress tracking. The MyCareerMatch platform [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ] is
easy to use, has a user-friendly interface and is focused on student career guidance; it ofers interactive
recommendations for teachers on developing career skills. Also, for such a research, it is possible to use
the CareerExplorer [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ], Qualtrics [
          <xref ref-type="bibr" rid="ref10">10</xref>
          ], Naviance [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ] and other platforms. Reviewing these platforms,
it is clear that the high functionality and recommendations in STEM for teachers have a significant
impact on curriculum development and amendments to the learning process. In the authors’ opinion, it
would be advisable to develop a test program “STEM. School Diagnostic Tool” for teachers and school
administrators to identify the level of students’ interest in STEM disciplines and STEM careers. This tool
would be easy to use for both teachers and school supervisors to plan additional activities or materials
for lessons according to the age group of students, both during lessons and in extracurricular activities;
and assist the school supervisor in formulating a plan for the development of STEM disciplines in the
school.
        </p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. Discussions</title>
      <p>In the next study, the authors also plan to conduct further research and, based on the data obtained
(quantitative and qualitative analysis). A deeper analysis of future research, the authors plan to conduct
a survey in the form of interviews or focus groups, which can provide a qualitative analysis of the
questionnaire and compare it with the quantitative analysis. In the future, the results of a survey of
students from other schools will also be interesting.</p>
      <p>After a deeper analysis, this research might be the next step to plan to design and test the results of
the developed program “STEM. School Diagnostic Tool” to test the results of the recommendations for
diferent age groups of students studying in diferent grades for teachers and school leaders.</p>
    </sec>
    <sec id="sec-5">
      <title>5. Conclusions</title>
      <p>The study divided the survey results into categories from C1 to C5, which helped to analyze the data in
more detail. According to the results of the survey of students’ perception of STEM disciplines, it should
be noted that the above average score was obtained in the discipline ‘Science’ in the 5th, 6th, 9th, 10th
and 11th grades; in the discipline ‘Mathematic’ in grades from 5th to 9th; in the discipline ‘Engineering’
in grades 5th, 6th, 7th, 9th and 10th; in the ‘Technology’ discipline from grades 5th to 10th.</p>
      <p>Regarding the comparison of the perception of a career in STEM among students in grades 5th, 9th,
and 11th, it should be noted that students in grades 5 have been the most interested, and pupils in
grades 11 were the least. As a result of this survey, it is possible to ofer each school to make proposals
for the implementation of STEM education. The authors conducted a study to compare the perception
of STEM disciplines and careers. The survey results show some trends in the preferences of students.
Notably, the results between diferent age groups are significant, but not significantly diferent in rank
between diferent grades in the same parallel of 5th grades, which suggests that it is possible to provide
recommendations for teachers and school administrators for one year of study. For example, separate
recommendations from 5th to 11th grades. These results indicate a diference in responses in diferent
grades, which was confirmed by the research.</p>
      <p>Although STEM disciplines have the potential for further development among young people, they
require improved teaching approaches, so it is proposed to develop the program “STEM. School
Diagnostic Tool” to identify the level of students’ interest in STEM disciplines and STEM careers. Significant
diferences that will be shown by the test results in this program may indicate that the perception of
STEM disciplines depends on the age, level of study or experience of students. Changes in curricula
and teaching approaches to STEM subjects may be necessary for diferent age groups to support and
improve students’ interest in these fields. The expected contribution of this paper is to provide
important information about the perception of STEM disciplines by school students and the possibility of
improving curricula and teaching approaches by: identifying diferences in the perception of STEM
disciplines among students in diferent grades and identifying similarities in the results of the same
grade; analyzing attitudes toward STEM career opportunities among students in the 5th, 9th, and 11th
grades.</p>
    </sec>
    <sec id="sec-6">
      <title>Author Contributions</title>
      <p>Conceptualization – Yaroslav Sapsai; methodology – Yaroslav Sapsai; formulation of tasks analysis –
Roman Chemerisskyi and Yaroslav Sapsai; software – Roman Chemerisskyi and Yaroslav Sapsai; writing
– original draft – Roman Chemerisskyi and Iryna Sapsai; analysis of results – Yaroslav Sapsai and
Roman Chemerisskyi; visualization – Yaroslav Sapsai and Iryna Sapsai; reviewing and editing – Iryna
Sapsai and Yaroslav Sapsai. All authors have read and agreed to the published version of the manuscript.</p>
    </sec>
    <sec id="sec-7">
      <title>Funding</title>
      <sec id="sec-7-1">
        <title>This research received no external funding.</title>
      </sec>
    </sec>
    <sec id="sec-8">
      <title>Data Availability Statement</title>
      <p>No new data were created or analysed during this study. Data sharing is not applicable.</p>
    </sec>
    <sec id="sec-9">
      <title>Conflicts of Interest</title>
      <sec id="sec-9-1">
        <title>The authors declare no conflict of interest.</title>
      </sec>
    </sec>
    <sec id="sec-10">
      <title>Declaration on Generative AI</title>
      <p>The authors have not employed any Generative AI tools.</p>
    </sec>
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