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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Social media as a tool for career guidance in higher education</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Viktoriia V. Tkachuk</string-name>
          <email>viktoriya.tkachuk@gmail.com</email>
          <xref ref-type="aff" rid="aff3">3</xref>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Yuliia V. Yechkalo</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Olena A. Bielikova</string-name>
          <xref ref-type="aff" rid="aff4">4</xref>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Tamila H. Kolomoiets</string-name>
          <email>tamilak2561@gmail.com</email>
          <xref ref-type="aff" rid="aff4">4</xref>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Viktoriia M. Zinchenko</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <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="aff5">5</xref>
          <xref ref-type="aff" rid="aff6">6</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>Kryvyi Rih Educational and Scientific Institute of Donetsk State University of Internal Afairs, Faculty Kryvyi Rih</institution>
          ,
          <addr-line>50006</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 Universystetskyi Ave., Kryvyi Rih, 50086</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff5">
          <label>5</label>
          <institution>No 2</institution>
          ,
          <addr-line>21 Stepana Tilhy Str.</addr-line>
        </aff>
        <aff id="aff6">
          <label>6</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>282</fpage>
      <lpage>292</lpage>
      <abstract>
        <p>Social media has revolutionised the landscape of career guidance in higher education, afording unprecedented opportunities for students, educators, and career advisers to connect, share insights, and access real-time professional development resources. This article explores the transformative impact of social media on career guidance practices, with a particular focus on its role in delivering personalised support, facilitating networking with industry professionals, and exposing students to diverse career paths through interactive platforms. The methodology section outlines a systematic approach to leveraging social media for efective career guidance, incorporating a three-tiered system of engagement, monitoring, and evaluation. An experimental study investigates the efectiveness of implementing social media-based career guidance under specific pedagogical conditions. The results confirm the hypothesis that social media can significantly enhance career guidance outcomes when supported by appropriate strategies and frameworks. This research highlights the potential of social media as a powerful tool for empowering students in their career development journey and underscores the importance of integrating digital technologies into modern career guidance practices.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;social media</kwd>
        <kwd>career guidance</kwd>
        <kwd>higher education</kwd>
        <kwd>professional development</kwd>
        <kwd>networking</kwd>
        <kwd>digital technologies</kwd>
        <kwd>pedagogical conditions</kwd>
        <kwd>student empowerment</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>Social media has revolutionised career guidance in higher education, ofering unprecedented
opportunities for students, educators, and career counsellors to connect, share insights, and access real-time
professional development resources. This digital transformation enables universities to deliver
personalised career support, facilitate networking with industry professionals, and provide students with
valuable exposure to diverse career paths through interactive platforms.</p>
      <p>The transformation of social networks from mere communication tools into educational resources
has been remarkable over the past two decades. During the post-COVID era, social media has become
increasingly prominent in higher education, with educators and students utilising these platforms not
only for information gathering but also for focused educational purposes.</p>
      <p>
        According to the Digital 2021: Global Overview Report, 4.2 billion people worldwide – approximately
half of the global population – use social networks for business, news, marketing, or education [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ].
Social media platforms serve as Internet resources populated by society, including Wikipedia, YouTube,
Facebook, and others. The fundamental concept behind social media is based on Web 2.0, where content
creation isn’t limited to site owners but is open to all users [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ].
      </p>
      <p>
        Kaplan and Haenlein [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ] provide a definition of social media as Internet-based applications built on
Web 2.0’s ideological and technological foundations, enabling user-generated content and exchange
(table 1). This content encompasses text, video, images, podcasts, and various multimedia
communications, with prominent examples including Facebook, Twitter (X), LinkedIn, Google+, and messaging
platforms [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ].
      </p>
      <p>
        Career guidance history traces back to France and Belgium in the late 19th and early 20th centuries.
However, concepts of professional-personal compatibility existed even in ancient times, with Plato
emphasising the importance of matching natural abilities to work roles [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ].
      </p>
      <p>
        The modern understanding of career guidance emerged during the rapid industrial development of
the late 19th century. Parsons [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ], established three crucial factors for career choice: self-understanding
of abilities and limitations, knowledge of job requirements and conditions, and rational correlation
between these factors [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ].
      </p>
      <p>
        Contemporary career guidance incorporates both traditional and innovative approaches through
social media platforms. These digital tools provide several advantages: accessibility to career information,
qualification requirements, salary levels, and development opportunities (table 2). Mobile applications
ofer convenience for students to access guidance resources anywhere, anytime, while video and webinar
formats enable online consultations and training sessions [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ].
      </p>
      <p>
        Holland [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ] suggests that individuals seek environments where they can utilise their skills and express
their attitudes and values. This approach emphasises that people are attracted to professions matching
their personal characteristics and contextual factors [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. The accuracy of self-knowledge and career
information serves as crucial prerequisites for career decision-making [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ].
      </p>
      <p>
        Modern career guidance programmes should prepare individuals for constant workplace changes
(figure 1). The career decision-making process includes five interconnected phases: initiation, exploration,
decision-making, preparation, and implementation [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. These aspects focus on establishing efective
counselling relationships, determining current career planning motivation, and making career planning
relevant to students’ lives.
Career guidance
programme
      </p>
      <sec id="sec-1-1">
        <title>Comprehensive development</title>
        <p>Focuses on holistic growth, integrating various
skills and knowledge areas.</p>
      </sec>
      <sec id="sec-1-2">
        <title>Y Lifelong learning</title>
        <p>Encourages continuous education and skill
enhancement throughout life.
 Individual needs recognition
Tailors guidance to meet the unique
requirements of each individual.
Ò Practical skills integration
Emphasizes the importance of applying
theoretical knowledge in real-world scenarios.</p>
      </sec>
      <sec id="sec-1-3">
        <title>Technology implementation</title>
        <p>Incorporates modern technological tools to
enhance career guidance.</p>
        <p>
          Yermolayeva [
          <xref ref-type="bibr" rid="ref10">10</xref>
          ] examines how social networks can be used as a modern tool in career guidance
counseling, specifically focused on future applicants in the information sector.
        </p>
        <p>
          Latifah et al. [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ] noted that career guidance counsellors must be technologically competent,
particularly in implementing social media in today’s digital era. Social media serves as a support tool for
career guidance services. This study examines stages of career guidance using social media through
literature analysis of national and international journals. School career guidance introduces
opportunities, identifies interests, aids decision-making, and facilitates workplace adaptation. Social media
functions as an unlimited information field for students’ social interaction and targeted information
delivery. Career guidance requires active counsellor involvement. The critical aspect is helping students
establish themselves and make meaningful career decisions. Counsellors can implement social media as
interactive tools in school career guidance services [
          <xref ref-type="bibr" rid="ref12">12</xref>
          ].
        </p>
        <p>
          Alim [
          <xref ref-type="bibr" rid="ref13">13</xref>
          ] shows that UAE youth feel underprepared for work, indicating a need for improved
career guidance. While social media ofers expanded opportunities for career guidance delivery, UAE
universities primarily utilize online career planning systems rather than interactive social media
platforms. This limitation stems from content moderation pressures and strict UAE privacy laws
governing social media use. For efective integration of social media in career guidance, universities
must first understand students’ preferences regarding delivery methods [
          <xref ref-type="bibr" rid="ref13">13</xref>
          ].
        </p>
        <p>
          Social media platforms and mobile learning technologies enable continuous career guidance and
professional development, making educational resources accessible anytime and anywhere [
          <xref ref-type="bibr" rid="ref14 ref15">14, 15</xref>
          ].
        </p>
        <p>
          Social media platforms serve as efective channels for delivering career guidance content and
facilitating professional networking among students and potential employers [
          <xref ref-type="bibr" rid="ref16">16</xref>
          ].
        </p>
        <p>
          The implementation of automated systems and social media tools creates an integrated environment
for efective career guidance and professional development tracking in higher education [
          <xref ref-type="bibr" rid="ref17">17</xref>
          ].
        </p>
        <p>
          Integration of social media with career guidance tools creates an interactive environment that
significantly enhances student engagement in career exploration and decision-making [
          <xref ref-type="bibr" rid="ref18">18</xref>
          ].
        </p>
        <p>The contemporary Ukrainian approach defines career guidance as a system of scientifically-based
pedagogical measures aimed at preparing young people for career choices, emphasising the crucial role
Self-eficacy
development
Digital identity
development
Personal goals</p>
        <p>formation</p>
        <p>Career planning
Social media
integration</p>
        <p>Outcome
expectations</p>
        <p>Career readiness</p>
        <p>Career
decision making</p>
        <p>
          Professional
network building
of personal characteristics, interests, and abilities in this process [
          <xref ref-type="bibr" rid="ref19">19</xref>
          ].
        </p>
      </sec>
    </sec>
    <sec id="sec-2">
      <title>2. Methodology of using social media for career guidance of professional pre-higher education students</title>
      <p>Social media platforms have become instrumental tools in modern career guidance practices, ofering
unprecedented opportunities for educational institutions to connect with and guide students through
their professional development journey. This methodology section explores the systematic approach to
leveraging social media platforms for efective career guidance of students in professional pre-higher
education programmes.</p>
      <p>The integration of social media into career guidance represents a paradigm shift from traditional
counselling methods to a more dynamic, interactive approach. This methodology builds upon the Social
Career Cognitive Theory, which emphasises the role of self-eficacy, outcome expectations, and personal
goals in career development. When applied to social media, this theoretical framework provides a
structure for understanding how digital interactions can influence career choices and professional
identity formation (figure 2).</p>
      <p>The implementation of social media for career guidance follows a structured approach that
encompasses multiple platforms and engagement strategies (figure 3). The methodology employs a three-tiered
system of engagement, monitoring, and evaluation to ensure efective career guidance delivery.</p>
      <p>Implementation steps of methodology of using social media for career guidance of professional
pre-higher education students is shown in figure 4:</p>
      <p>The methodology focuses on creating an interactive, informative environment where students can
explore career options, connect with professionals, and receive personalized guidance through social
media platforms.</p>
      <p>The selection of appropriate social media platforms is crucial for efective career guidance. Each
platform serves distinct purposes and reaches diferent audience segments. The methodology incorporates
a comprehensive content strategy tailored to each platform’s unique characteristics and user behaviour
patterns.</p>
      <p>The bar chart visualisation presents a comparative analysis of four major social media platforms
(LinkedIn, Instagram, Facebook, and Twitter (X)) across three crucial performance indicators (figure 5).</p>
      <p>The engagement rate, represented by purple bars, demonstrates the percentage of active interaction
with career guidance content. LinkedIn leads with a 5.2% engagement rate, followed closely by Instagram
at 4.8%. Facebook shows a moderate engagement rate of 3.9%, while Twitter (X) demonstrates the lowest
Monitoring</p>
      <p>Core strategy</p>
      <p>Engagement
Platform selection
Implementation</p>
      <p>Evaluation</p>
      <p>Content creation
engagement at 2.7%. This pattern suggests that professional-oriented platforms like LinkedIn generate
more meaningful career-related interactions.</p>
      <p>Career outcomes, depicted by green bars, reflect the percentage of successful career-related results
achieved through each platform. LinkedIn again demonstrates superior performance with 68% positive
career outcomes, while Facebook follows with 52%. Instagram achieves 45% career outcomes, and
Twitter (X) shows 31%. This metric encompasses various successes such as job placements, internship
securing, and professional networking achievements.</p>
      <p>Student adoption, shown in yellow bars, indicates the percentage of students actively using each
platform for career development purposes. Instagram leads this metric with 89% adoption, followed by
Facebook at 82% and LinkedIn at 75%. Twitter (X) shows the lowest adoption rate at 58%. This reveals
an interesting dynamic where platforms with higher student adoption don’t necessarily correlate with
better career outcomes.</p>
      <p>The methodology incorporates various engagement mechanisms designed to facilitate meaningful
interactions between career guidance professionals and students. These mechanisms are structured to
promote both passive and active engagement, ensuring comprehensive career support. Content delivery
follows a carefully planned schedule that aligns with the academic calendar and key career decision
points. The methodology establishes optimal posting times and frequencies based on platform analytics
and student engagement patterns.</p>
      <p>The efectiveness of social media-based career guidance is continuously monitored through various
metrics and evaluation methods. This systematic approach ensures that the methodology remains
responsive to student needs and adapts to changing career landscape requirements.</p>
      <p>Performance trends analysis (figure 6), the line graph visualisation tracks three key performance
indicators over an academic year from September to April, showing the evolution of career guidance
Create dedicated career
guidance accounts on LinkedIn,</p>
      <p>Instagram, and YouTube
Establish posting schedule: 3x
weekly on Instagram/LinkedIn,</p>
      <p>2x monthly on YouTube</p>
      <sec id="sec-2-1">
        <title>Platform selection and setup</title>
        <p>Develop content calendar
aligned with academic timeline</p>
      </sec>
      <sec id="sec-2-2">
        <title>Content development</title>
        <p>Career path
showcases
through industry
professional
interviews
Day-in-the-life
videos of various
professions
Infographics on
required
qualifications and skills
Live Q&amp;A sessions
with career
counselors
Student success
stories and
testimonials</p>
      </sec>
      <sec id="sec-2-3">
        <title>Engagement strategy</title>
        <p>Host weekly live
sessions addressing
career queries</p>
        <p>Create
topicspecific hashtags
for easy navigation
Peer
mentoring groups
through LinkedIn</p>
        <p>Conduct
polls/surveys
to gather
student interests
Share industry
news and trends
relevant to student</p>
        <p>Track engagement
metrics across platforms
Analyze most
engaging content types</p>
      </sec>
      <sec id="sec-2-4">
        <title>Monitoring and analytics</title>
        <p>Monitor post
performance and
student interaction</p>
        <p>Collect feedback
through comments
and direct messages</p>
      </sec>
      <sec id="sec-2-5">
        <title>Personalization and support</title>
        <p>Provide one-on-one guidance
through direct messages</p>
        <p>Create targeted content
based on student interests</p>
        <p>Connect students
with industry mentors
Monthly
assessment of
engagement metrics</p>
        <p>Quarterly review
of content
efectiveness</p>
        <p>Track career
placement rates</p>
        <p>Measure student
satisfaction levels
)
%
(
e
g
a
t
n
e
c
r
e
P
100
80
60
40
20
0
)
%
(
e
g
a
t
n
e
c
r
e
P
100
90
80
70
60
50
68
75
45
89
52
82
31</p>
        <p>58
5.2
4.8
3.9</p>
        <p>2.7</p>
        <p>LinkedIn Instagram Facebook Twitter (X)
Engagement rate</p>
        <p>Career outcomes</p>
        <p>Student adoption
Student engagement</p>
        <p>Satisfaction score</p>
        <p>Career progress
Sep Oct Nov Dec Jan Feb Mar Apr</p>
        <p>Month
efectiveness.</p>
        <p>Student engagement (purple line) demonstrates a steady upward trajectory, beginning at 65% in
September and reaching 88% by April. This considerable increase of 23 percentage points suggests
growing student participation in social media-based career guidance activities throughout the academic
year. The steepest increase occurs between January and March, coinciding with typical internship and
job search periods.</p>
        <p>Satisfaction sScore (green line) begins at 72% in September and rises to 87% by April, showing
a 15 percentage point improvement. The trend line shows consistent growth with slight plateaus
during December and January, possibly corresponding to holiday periods. The steady increase suggests
continuous refinement and improvement of career guidance strategies based on student feedback.</p>
        <p>Career progress (blue line) starts at 58% in September and reaches 82% by April, showing the most
significant overall growth of 24 percentage points. The metric demonstrates a consistent upward trend,
with particularly strong growth between November and January. This period typically aligns with
students’ career planning and goal-setting activities for the new year.</p>
        <p>The intersection of these metrics reveals several key insights:
1. All three metrics show positive growth throughout the academic year, indicating successful
implementation of the career guidance strategy.
2. The narrowing gap between all three lines towards April suggests increasing alignment between
engagement, satisfaction, and actual career progress.
3. The consistent upward trajectory across all metrics, without significant downturns, indicates
sustainable and well-managed programme implementation.
4. The parallel growth patterns suggest successful coordination between diferent aspects of the
career guidance programme, where improvements in engagement translate to better satisfaction
and career progress.</p>
        <p>These visualisations efectively demonstrate both the immediate impact of platform selection and the
long-term efectiveness of the career guidance methodology. The data supports the strategic emphasis
on LinkedIn for professional outcomes while maintaining strong presence across platforms to maximise
student reach and engagement.</p>
        <p>The methodology incorporates comprehensive impact assessment mechanisms to evaluate the
efectiveness of social media-based career guidance. This assessment focuses on both quantitative metrics
and qualitative feedback from students, employers, and educational institutions.</p>
        <p>The impact assessment framework considers multiple dimensions of career guidance success,
including student engagement levels, career decision-making confidence, and eventual employment outcomes.
Through continuous monitoring and evaluation, the methodology enables evidence-based refinement
of career guidance strategies.</p>
        <p>The methodology remains flexible and adaptable to accommodate emerging social media platforms
and evolving career guidance needs. Regular reviews and updates ensure that the approach remains
relevant and efective in supporting students’ career development journey. The structured approach,
combined with continuous monitoring and evaluation, provides a robust framework for implementing
efective career guidance strategies through social media platforms.</p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. Experimental study</title>
      <p>The aim of our research and experimental work is to confirm the hypothesis that career guidance for
students of pre-higher education via social media will be more efective under certain pedagogical
conditions:
1. Motivation for independent analysis of existing professions using social media.
2. Familiarising applicants with existing online job search tools.
3. Promoting social media specialties using the example of Instagram.</p>
      <p>At each stage of the pedagogical experiment, a set of pedagogical research methods were used,
including theoretical analysis of scientific sources and psychological-pedagogical literature, study
and generalisation of the experience of university teachers, as well as observations, interviews, and
questionnaires (table 3).</p>
      <p>The research and experimental work was carried out at the Kryvyi Rih National University. First-year
students majoring in Computer Science were involved in the experiment. We conducted a parallel
experiment where the first part of group (10 people) was the control group, and the second part (11
people) was the experimental group.</p>
      <p>The pedagogical experiment consisted of two stages: ascertaining and formative. The ascertaining
stage aimed to determine the current (general) state of the studied phenomenon and its structural
elements. At the stage of the ascertaining experiment, we conducted testing and questionnaires to
determine the level of motivation for independent analysis of existing professions using social media,
the level of familiarisation of applicants with existing online job search tools, and the level of promoting
social media specialties using the example of Instagram.</p>
      <p>The generalised analysis indicates that most students, according to all criteria, are at the middle level.
Regarding the results of the control testing, high indicators are characteristic of only two students
(about 10%) in the experimental and control groups. The situation with motivation, the level of ICT
competencies, and readiness to use electronic resources is similar: only a limited number of students
from both groups have a high level of ICT and electronic resources and are ready to use them. It is
noted that a high level of motivation to learn is completely absent. The results obtained indicate that
the use of social media for career guidance of applicants in higher education institutions only with the
help of conventional distance learning methods complicates the achievement of the efectiveness of the
introduction of electronic educational resources and, accordingly, a high level of knowledge, skills and
abilities of students.</p>
      <p>The formative stage of the pedagogical study was aimed at introducing the developed career guidance
for students of professional pre-higher education by tools of social media into the educational process.</p>
      <p>After the implementation of our methodology, research was conducted again to identify changes
according to the defined criteria. Repeated diagnostics were carried out in the control and experimental
groups. The summarised results of the formative and ascertaining stages of the study conducted in the
experimental group are shown in table 4.</p>
      <p>Comparing the two groups, we see insignificant changes in the control group only according to
the criteria “Motivation to use electronic resources” (by 10% high level) and “Use of social media to
search for information about educational institutions and specialties” (by 10% medium level), while the
experimental group showed positive changes according to all criteria (from 9% to 18.2%).</p>
      <p>Summarising the results of the pedagogical study, we can conclude that the verification of the
psychological and pedagogical conditions for the introduction of career guidance in the context of
distance learning into the educational process of university developed by us is quite efective and it is
advisable to use it in practice.</p>
      <p>Thus, the results of the experiment confirmed the validity of the hypothesis formulated by us.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Conclusions</title>
      <p>1. The introduction emphasises social media’s revolutionary impact on career guidance in higher
education, enabling personalised support, industry networking, and exposure to diverse career paths.
The shift from communication to educational resources underscores social media’s post-COVID
prominence. Kaplan and Haenlein’s definition highlights user-generated content, while historical
context frames the evolution of career guidance. Contemporary approaches blend traditional and
innovative methods, with social media ofering accessibility and interactivity. Research reinforces
the benefits of comprehensive guidance programmes and technology integration.
2. The methodology outlines a systematic approach to leveraging social media for efective career
guidance in professional pre-higher education. Building upon the Social Career Cognitive Theory,
it employs a three-tiered system of engagement, monitoring, and evaluation. Platform selection
is crucial, with comparative analysis revealing LinkedIn’s superior engagement and career
outcomes, and Instagram’s high student adoption. Continuous monitoring, evaluation, and impact
assessment ensure responsiveness to student needs and adaptability to evolving career landscapes.
The Performance Trends Analysis demonstrates successful implementation and coordination of
the guidance strategy.
3. The experimental study aimed to confirm the efectiveness of social media-based career guidance
under specific pedagogical conditions. The ascertaining stage revealed most students at the
middle level across all criteria, with limited high indicators. The formative stage introduced the
developed methodology, resulting in positive changes across all criteria in the experimental group,
ranging from 9% to 18.2%. The study validates the efectiveness of the developed conditions,
confirming the hypothesis and highlighting social media’s potential for empowering students in
their career development journey.</p>
      <p>Declaration on Generative AI: During the preparation of this work, the authors used Claude 3 Opus in order to: Drafting
content, Improve writing style, Abstract drafting. After using this service, the authors reviewed and edited the content as
needed and takes full responsibility for the publication’s content.</p>
    </sec>
  </body>
  <back>
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          <string-name>
            <given-names>Digital</given-names>
            <surname>Marketing</surname>
          </string-name>
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