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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Prospects For Using Artificial Intelligence in Interpreting the Study of Student's Values*</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Anatolii V. Furman</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Anatolii A. Furman</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Oksana Furman</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Arsen Lypka</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Odesа Polytechnic National University</institution>
          ,
          <addr-line>Shevchenko av., 1, Odesa, 65044</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>West Ukrainian National University</institution>
          ,
          <addr-line>Lvivska st., 11, Ternopil, 46001</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>This publication is devoted to the consideration of the possibilities of using artificial intelligence for qualitative analysis of value orientations of students. The authors substantiate the expediency of using the ChatGPT resource as an interpretative tool for the obtained factor analysis data when determining the system of value orientations of higher education applicants. The specified chat-bot becomes an effective analytical tool that helps the researcher to come up with clustering algorithms, which, in turn, serves for a thorough analysis, further description and interpretation of search results in the field of personal values. The obtained data become the basis for improving modern methods of studying the axiosphere of the student populace at the individual level.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;axiogenesis</kwd>
        <kwd>axiosphere</kwd>
        <kwd>value orientations</kwd>
        <kwd>artificial intelligence</kwd>
        <kwd>ChatGPT</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>The problem of the formation and functioning of the axiosphere of the personality as a significant
psychological construct is very relevant today, especially in the context of the emergence of the
younger generation, its vector of constant behavioral self-regulation and self-realization in general. The
value orientations of the individual outline the milestone principles of appropriation and further relay
of the spiritual potential of humanity, the transformation of cultural heritage into motives and
strategies of one`s own behavior, activity, and actions. The axiosphere is one of the central individual
formations that systematizes a human’s conscious attitude to the world and denotes the personified
horizons of his self-realization, considering the urgent requirements of social reality. In this functional
role, values determine the pervasive life demands (intentions, motives, hopes, aspirations, dreams) of
the individual, which become the foundations of their manifestation in activity and deeds.
In the context of studying the value orientations of higher education applicants, it is precisely the
qualitative assessment of empirical data that seems problematic, which is associated with: 1) the lack of
research that synergistically combines the scientific achievements of modern psychology with the
technological capabilities of artificial intelligence; 2) insufficient involvement in the field of
psychological research of existing generative transformers (for example, ChatGPT), which allow the
searcher to more broadly describe the problem field of empirical search and carry out a diverse,
qualitative analysis of its results. Therefore, in this area, the task of finding new ways and means of
optimizing and improving the procedure for qualitative analysis, description and interpretation of the
functioning of the axiological sphere of personality has arisen.</p>
      <p>This work consists of an introduction, literature review, problem statement, dataset, methods and
research results, qualitative data analysis using LLM (large language model) and conclusions.
The object of the study is the potential of artificial intelligence on the example of ChatGPT’s work in
analyzing the axiosphere (sphere of values) of higher education applicants.</p>
      <p>The subject of the study is a qualitative characterization of the value orientations of student youth,
carried out on the basis of artificial intelligence's interpretation of the results of factor analysis of
empirical data.
___________________</p>
      <p>The purpose of the publication is to analyze the results of the ChatGPT generative transformer as an
interpretative tool for assessing the value system of students of higher education institutions.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Literature review</title>
      <p>
        In the work of Z. Karpenko [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ], considerable attention is paid to the theoretical, methodological and
experimental study of axiogenesis (development of the value-orientation sphere), the features of the
behavioral manifestation of the worththemselves and their transformational and retranslational
manifestations. The formation of value priorities at different stages of ontogenesis occupies an
important place in the research of the scientist. The systematic coverage of the conceptual foundations
of cognition of the human axiosphere (greek άξιος – value, worth, appreciation) is investigated by her
in the dimensions of value-orientation priorities, attitudes, aspirations, motives, conscious aspirations
and dreams.
      </p>
      <p>
        In the author’s next work [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], personality is interpreted as a transcendental spiritual (noumenal)
subject of axiological origin, capable of self-actualization and vital affirmation of its individual semantic
essence in the world of phenomena, where the latter, acquiring personified significance, become
attractors in understanding the essential purpose of man himself.
      </p>
      <p>
        The author [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ] of the work testifies that the awareness of one’s own Self is the existential core of
personal existence and in this functional role it is the inner world of an individual that causes his
constant movement-progress towards self-improvement and self-realization. A human in the process of
active joint activity transforms nature into the world of his own existence, because the surrounding
reality is reflected through the prism of appropriated interests, goals, thanks to which the person
himself becomes able to transform reality in accordance with his own inclinations, motivations, desires,
beliefs. The general vision of the picture or image of social reality appe ars in consciousness as an
individual system of representations ‒ as a personal world, which causes human self-realization.
The axiosphere of the person in the analytical-reflective context [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ] is the central conscious formation
that testifies to an individual’s full comprehension of himself and reality and constitutes the existential
center of his personified existence. The senses and meanings adopted by a human determine the
horizons of his life activity and influence all aspects of his everyday activity. Therefore, it is natural that
the comprehension of the milestones of being determines the emergence of life-orienting principles and
guidelines, which are formed in cyclical-actional action as a model of permanent representation of a
person in the world. The emergence of a human as a subject with a stable system of meaningful life
aspirations is a systematic everyday realization of an individual’s potential opportunities, gifts and
talents, conscious self-improvement in clearly defined dimensions of subjective reality, as well as an
original worldview, a way of life based on the comprehension of one’s own target guidelines, semantic
landmarks, personified aspirations and life purpose.
      </p>
      <p>
        The aim of the interdisciplinary search [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ] is to argue the four basic gr oups of foundations of
the emergence of the axiological psychology of the individual, which is analyzed on the basis of five
components (options, modules) of the post-non-classical methodology. In the article, a human is defined
as a personality in its ontogenetic environment ‒ the formation of axiology as an original,
valueoriented, intentional and semantically enriched sphere of the being of an individual. The subject field of
the study is the value-semantic sphere, which contains the developmental picture of axiogenesis,
constitutes the unique world of axiology and essentially characterizes its level of conscious maturity.
The author’s developments [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ] allow us to conclude that the system of modern semantic coordinates is
conditioned by socio-economic, political and legal changes and, most importantly, the aggression of an
external enemy. This is what caused the emergence of personally oriented principles of human
interaction, capable of ensuring the socio-cultural and moral development of subjects of life activity on
the basis of a new methodology and the potential of effective socio-psychological technologies.
Therefore, in his formation, a person should focus on understanding, designing and experimentally
implementing his own spiritual foundations, despite external pressure, negative experiences, distress
and crisis states.
      </p>
      <p>
        The monographic study [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ] contains the works of representatives of the scientific school of
Professor A.V. Furman, which are centered around the vita-cultural methodology in the
complementarity of its four fundamental components: a scientific research program of professional
methodologization, a cyclical-action approach in the humanities, innovative forms, methods, means and
instruments of thinking and thought-making, an author’s thesaurus of theorizing and intellectual
practice. At the same time, the methodological position advocated is a balanced system of fundamental
strategies and applied aspects of nationally oriented cultural formation.
      </p>
      <p>
        In the author’s analytical research [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] it is noted that pre-trained language models use the entire
baggage of factual knowledge on a certain scientific problem and show significant effectiveness in the
accurate description and interpretation of materials of search tasks. Their ability to accurately use the
necessary knowledge in the analysis of a psychological problem increases the effectiveness of the
research itself. Pre-trained models with a differentiated mechanism for considering an array of
empirical data allow meaningfully and qualitatively enriching the interpretative capabilities of scientific
search. The article proposes methods to improve the model used for a wide range of psychological NLP
tasks.
      </p>
      <p>
        P. Olson in his reflections [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ] addresses the horizons of humanity’s realization of the ambitious goal of
creating artificial intelligence as a self-developing system that would be able to bring continuous
benefit to our planet. When analyzing the above-mentioned issues, the author describes in detail the
rivalry between two giant companies ‒ OpenAI and DeepMind, which are trying to realize this dream
of humanity. He also analyzes how innovations in the field of artificial intelligence are aimed at
improving life and become a source capable of harmonizing the relationship between human and the
world.
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Problem statement</title>
      <p>The theoretical and methodological basis of the study was the fundamental provisions on the
development and formation of the personality; the concept of the individual as a subject of one’s own
life creation; the ideas of a systemic approach to the study of mental phenomena; the principles of the
acmeological approach to the problems of self-determination and self-realization of the person; general
and socio-psychological ideas of the structure and development of the value and meaningful life
spheres of the personality; existential manifestations of human self-realization.</p>
      <p>Active involvement of a human in social institutions involves rethinking the scenario of his relations
with the environment based on a system of generally accepted values and the emergence of his own life
guidelines. But modern psychological research does not fully reveal the specifics of the functioning of
the value system of today’s youth, the problem of a comprehensive approach in the study of the
axiosphere of the personality and the use of the technological potential of artificial intelligence remains
unresolved.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Dataset</title>
      <p>The study of the axiosphere of applicants was carried out on the basis of the departments of psychology
and social work of the West Ukrainian National University, psychology and social work of the Odessa
Polytechnic National University. The respondents were students of two specialties: 231 Social Work
and 053 Psychology, the total sample was 146 people. During the research, the ps
ychologistsresearchers used standard empirical tools: diagnostics of personal orientation, which reveals a holistic
system or hierarchy of value priorities of the individual, research of life goals, level of awareness of life
and semantic guidelines of applicants ‒ a test for determining the system of value orientations of Milton
Rokeach. Statistical data processing and their graphic presentation were carried out on the basis of the
SPSS statistical program package using factor analysis.</p>
    </sec>
    <sec id="sec-5">
      <title>5. Materials and research methods</title>
      <p>To experimentally confirm the model of multilevel organization of the system of value orientations in
the current search, the method of multifactor analysis was used, which allows to identify the «hidden»
variables of its internal structure. In this case, a factor is understood as a mathematically constructed
value that meets the requirements of the theoretical model of the factor structure. The procedure for
determining the main axiopsychological factors itself requires a complex theoretical and
methodological justification based on the results of a psychodiagnostic study. The obvious advantage of
multifactor analysis is the identification among the set of conditions-factors of those defining
parametric indicators (determinants) that cause a gradual transition from values declared to society to
internally perceived values that determine the strategic milestones of a person’s behavior, activity and
actions. The reliability of the results obtained was checked using mathematical statistical methods. The
representativeness of the sample was assessed according to the Wilcoxon, Mann-Whitney criterion. All
three main factors turned out to be bipolar, each of which has two fairly well-defined groups of
interconnected values that are clearly opposed to each other.</p>
      <sec id="sec-5-1">
        <title>Parameters of factor 1 and their factor loadings in the analysis of terminal and instrumental values according to the method of M. Rokeach</title>
        <sec id="sec-5-1-1">
          <title>Values</title>
          <p>14 Happy married life 0,51
The positive pole of the first factor is focused on the values of «personal freedom», which are opposed
by socially approved values, which can also be rightly called «traditional».</p>
        </sec>
        <sec id="sec-5-1-2">
          <title>The presence of loyal and good friends</title>
        </sec>
        <sec id="sec-5-1-3">
          <title>High demands</title>
        </sec>
        <sec id="sec-5-1-4">
          <title>Social recognition</title>
        </sec>
        <sec id="sec-5-1-5">
          <title>Creativity</title>
        </sec>
        <sec id="sec-5-1-6">
          <title>Responsiveness</title>
        </sec>
        <sec id="sec-5-1-7">
          <title>Beauty of nature and art</title>
          <p>Rank
1
2
3
4
5
6
7
8
9
10
11
12
13
Rank
1
2
3
4
5
6
7
8 Happiness of others 0,54
The positive pole of the second factor is egocentrically oriented, characterized by the «lower» values of
material well-being, social recognition, the presence of loyal and good friends, and high life demands.
The opposite pole contains the values of creativity, the beauty of nature and art, orientation to the
happiness of others, and sensitivity.
-0,55
-0,43</p>
        </sec>
        <sec id="sec-5-1-8">
          <title>Entertainment</title>
        </sec>
        <sec id="sec-5-1-9">
          <title>Independence</title>
          <p>The third factor, at its positive pole, encompasses an orientation towards the values of entertainment,
cheerfulness, independence and strong will, which in this context can be interpreted as “freedom from
restrictions”. On the opposite side are values that represent a meaningful strategy for socially
significant development of the personality.</p>
          <p>Also, according to the results of the factor analysis, a clearly expressed complex of interconnected and
interdependent personality traits of future psychologists and social workers is observed, which can be
appropriately combined into three main profiles.</p>
          <p>Thus, the search reveals the fact that the value system of an individual can be very discrete. The
essentially highlighted factors indicate only a possible choice of direction of development of value
orientations. The three main factors described are bipolar, and the choice of one or another vector of
development in each specific case is determined by the contradiction between the orientation to values
of a lower plan, or higher levels.</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-6">
      <title>6. Qualitative data analysis using LLM (large language model)</title>
      <p>Judging by the factor loadings, the first factor (obviously the most significant) can be interpreted as
«Personal autonomy and responsibility», but there are some nuances:
Negative loadings (the sign «‒») mean that these values have an inverse relationship with the factor. In
other words, the more the factor is expressed, the less significant these values become (or vice versa).
Positive loadings indicate a direct correlation with the factor.</p>
      <sec id="sec-6-1">
        <title>Interpretation:</title>
        <p>Negative loadings:
Active life (‒0.48), Education (‒0.42), Independence (‒0.41), Responsibility (‒0.39), Strong will (‒0.37), Health
(‒0.36), Courage in defending one’s opinion (‒0.34),
This is a group of values associated with activity, responsibility, willpower, professional efficiency and
health.</p>
        <p>A negative relationship with the factor may mean that people who attach great importance to
development, love, cognition, and creativity are less focused on discipline, pragmatism and rationality.
Positive loadings:
Efficiency in business (0.31) Development (0.32), Love (0.35), Cognition (0.42), Accuracy (0.45), Creativity
(0.46), Happy married life (0.51)
The indicated system of value preferences is associated with personal and spiritual growth, intellectual
development, harmonious relationships, and love.</p>
      </sec>
      <sec id="sec-6-2">
        <title>Conclusions:</title>
        <p>The first factor is correctly called «Harmonious development and relationships».</p>
        <p>High values of this factor indicate an orientation toward self-development, emotional well-being,
family, and creativity.</p>
        <p>Low values of this factor indicate a person’s emphasis on rationality, discipline, efficiency, and
independence.</p>
        <p>Thus, this factor tends to reflect the conflict between the pragmatic, disciplined approach of youth to
life and the orientation toward personal and spiritual growth, relationships, and creativity.
The second factor has a clear bipolar structure, which facilitates its interpretation.
This factor can be appropriately called «Altruism and Spiritual Values» versus «Material Well-Being
and Social Status».</p>
        <p>Negative loadings (sign «‒»):
Materially Secure Life (‒0.67), Presence of Faithful and Good Friends (‒0.55), High Demands (‒0.51), Social
Recognition (‒0.41)
High negative values mean that this factor is associated with a decrease in the importance of material
goods, social status, and friendly ties.</p>
        <p>Obviously, this indicates that people who have high values for this factor are less oriented towards
consumer values, prestige, and even personal relationships.</p>
        <p>Positive loadings (sign «+»):
Creativity (0.46), Sensitivity (0.49), Beauty of nature and art (0.52), Happiness of others (0.54)
A positive relationship with the factor indicates the presence of an orientation towards intangible,
humanistic values: creativity, art, nature, empathy and happiness of other people.</p>
      </sec>
      <sec id="sec-6-3">
        <title>Conclusions:</title>
        <p>High values of the specified factor characterize people oriented towards altruism, aesthetic and spiritual
values, who are less interested in material wealth and social recognition.</p>
        <p>Low values of the third factor correspond to individuals for whom financial stability, friendship,
career ambitions and status are important.</p>
        <p>Presumably, there is a contrast between the humanistic/creative intentionality of the individual and
his/her materialistic/pragmatic orientation.</p>
      </sec>
      <sec id="sec-6-4">
        <title>Interpretation:</title>
        <p>This factor can be called «Purposefulness and Self-Development» versus «Hedonism and
Independence».</p>
        <p>Negative loadings (sign «‒»)
Entertainment (‒0.55), Independence (‒0.43), Strong will (‒0.38), Cheerfulness (‒0.32)
This group of values is associated with hedonism, freedom of choice, independence and positive
emotions.</p>
        <p>A high negative correlation means that people with high values of this factor attach less importance to
pleasure, independence and joy.</p>
        <p>Positive loadings (sign «+»)
Development (0.32), Love (0.35), Tolerance (0.39), Cognition (0.41), Productive life (0.44)
This is a set of values related to self-improvement, intellectual growth, efficiency and harmonious
relationships between people.</p>
        <p>Individuals who gravitate towards this factor tend to be more focused on purposeful development,
cognition and productivity than on simply obtaining pleasure or freedom.</p>
      </sec>
      <sec id="sec-6-5">
        <title>Conclusions:</title>
        <p>High values of this factor indicate an orientation towards personal development, productivity and deep
relationships, even if this means less entertainment, independence or spontaneous cheerfulness.
Low values may indicate a life based on the princ iple of «have fun and be free », with an emphasis on
hedonism, independence and ease.</p>
        <p>In other words, this factor reflects the balance between an individual’s desire for their own
psychospiritual development and the desire to live easily and freely.</p>
        <p>As for the generalized three-level typology of the orientation of the value system of applicants ‒
psychologists and social workers (individualistic, professional and social), there are grounds to conclude
the following.</p>
        <p>Individualistic orientation reflects the balance between personal well-being, autonomy and
selfdevelopment of the human. An important place here is occupied by health and satisfaction with life,
significant attention is paid to independence and internal control over events and situations of
selfrealization. Within the framework of the existential approach, applicants with such an orientation are
oriented towards harmony with themselves, the ability to express themselves and emotional sensitivity.
Key vector: personal well-being, freedom of choice, self-expression.</p>
        <p>Professional orientation indicates an orientation towards work, achievement and self-realization. For
socio-humanitarians with this orientation, intellectual development, learning, responsibility and
professional status are important.</p>
        <p>Internal locus of control emphasizes self-confidence and the ability to manage one's life. Creativity and
flexibility as important personality traits allow one to adapt and develop in professional activities.
Key vector: career, self-realization, intellectual growth.</p>
        <p>Social orientation focuses attention on communication, interaction of a person with society and
promotes moral principles of coexistence.</p>
        <p>Social contacts, public activity and wisdom are of great importance here.</p>
        <p>External locus of control may indicate the belief that events in life depend not only on one's own
efforts, but also on external factors.</p>
        <p>Representatives of socionomic professions with this orientation have high empathy, openness and a
tendency to synergy in interaction with other people.</p>
        <p>Key vector: social activity, humanism, moral values, altruism.</p>
      </sec>
      <sec id="sec-6-6">
        <title>General conclusions:</title>
        <p>The value system of psychologists balances three main orientations: individualistic ‒ focus on
selfdevelopment, autonomy and personal well-being; professional - orientation on self-realization, career
and intellectual development; social - focus on humanism, communication and public benefit. This
indicates that the profession of a psychologist or social worker involves a combination of individual
development, professional fulfillment and social responsibility.</p>
      </sec>
    </sec>
    <sec id="sec-7">
      <title>5. Declaration on Generative AI</title>
      <p>The study used classical methods of psychological diagnosis of the value-orientation sphere of
applicants, one of them is Milton Rokeach's questionnaire for identifying terminal and instrumental
values. Artificial intelligence in this case plays the role of a reflexive-technical means of interpreting
empirical material, which enhances the analytical work of the researcher, who can subsequently
formulate quite effective conclusions.</p>
      <p>With the help of sophisticated language structures, LLM is able to innovatively (originally) interpret the
results of any research (including socionomic ones). Generative pre-trained transformer (GPT) as part
of LLM is an adaptive language converter that is a ble to modify the architectonics of scientific
conclusions, thereby expanding the interpretative horizons of research. Thus, directly used ChatGPT
makes the achievements of empirical research transparent and makes possible the «parallax of
cognition» – methodological justification of various focuses, optics, modalities of considering a
scientific problem. Here, the generator plays the role of an outside (reflexively oriented)
observerresearcher who changes (moves the angle or point of view) his own contemplative position in relation
to the object of scientific explorations. This procedure includes the modalities of perception of an array
of empirical data, the features of their lexical coverage, the intellectual component as a synergistic
combination of human thinking (on the examples of direct achievements of scientists) and a precise
algorithm of machine computing, a sign system (eclectic mathematical and lexical), principles and
approaches, features of settings and, finally, instrumental optics (the focus of consideration of the
problem). The specified settings allow us to consider all parts of the input data simultaneously, and not
only linearly (sequentially).
On the basis of scientific and psychological reflection, the article analyzes modern approaches to the
use of artificial intelligence as an effective tool for interpreting the results of statistical processing of
psychodiagnostic methods. In this subject, the value orientations of applicants for the specialties of
social work and psychology, who were involved in the study of the specifics of the formation and
functioning of the axiosphere as a holistic system, are analyzed. The use of the generative transformer
ChatGPT as an interpretative tool has shown the prospects for the use of artificial intelligence in
psychosocial research. A person’s comprehension of his own life aspirations and target requests
involves the implementation of a certain way of orientation in the categories of values, which is an
internal psychological mechanism that forms certain prerogatives of behavior, activity, and actions of a
person, by the nature and direction of which it is appropriate to determine the features of his general
life aspirations. Artificial intelligence in this case serves as a means that broadens horizons and outlines
the prospects for expanding research thought to various aspects of understanding, describing, and
interpreting the human axiosphere, and increases the researcher's capabilities in qualitative
interpretation of empirical material.</p>
    </sec>
  </body>
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