The Effectiveness of using Artificial Intelligence for Building
Professional Competencies of Future Specialists in Art Majors in
Higher Education Institutions
HALYNA KUZMENKO1, OLHA KONOVALOVA2, HALYNA SOTSKA3,
OSTAP KOVALCHUK2, LIUDMYLA MELENETS4, IRYNA SYTNYK2
1Department of Humanitarian Disciplines, Musical Art Faculty,
Kyiv Municipal Academy of Circus and Performing Arts,
Zhylyanska str., 88, Kyіv,
UKRAINE
2Department of Fine Arts, Faculty of Fine Arts and Design,
Borys Grinchenko Kyiv Metropolitan University,
Bulvarno-Kudriavska Str, 18/2, Kyiv,
UKRAINE
3Ivan Ziaziun Institute of Pedagogical and Adult Education National Academy of Educational,
Sciences of Ukraine,
Maxim Berlinskyi, str., 9, Kyiv,
UKRAINE
4Department of Preschool and Primary Education, Institute of In-Service Education,
Borys Grinchenko Kyiv Metropolitan University,
Bulvarno-Kudriavska Str, 18/2, Kyiv,
UKRAINE
Abstract: - The research aims to study the impact of the use of artificial intelligence (AI) tools in higher
education institutions (HEIs) on building professional competencies of future art specialists. The research
employed quantitative and qualitative methods (in particular, modeling methods, pedagogical experiments, and
survey of respondents to assess the impact of AI tools on building professional competencies). The author’s
definition of the concept of “professional competencies of art specialists is proposed. Targeted tools were
selected and used for building components of professional competencies. For example, VocalAnalysis AI tools
were used to form the perceptual component for students majoring in Musical Art; Art Vision AI for
students majoring in Fine Arts; ChoreoVision AI for students majoring in Choreography. The results of the
study show that students rated their level of ability to use AI as higher than medium. The questionnaire
designed to study the impact of the use of AI on building professional competencies of future specialists in art
majors, demonstrated a high level of agreement between the assessment of the impact of the use of AI tools on
the formation of various components of professional competencies. Further research can be aimed at the
development and testing of an algorithm for objective expert evaluation of specific AI tools for the
implementation of art projects by students of the specified art majors.
Key-Words: - training of future specialists in art majors, professional competencies, components of professional
competencies, competitiveness of future art specialists, artificial intelligence tools, professional
and creative self-realization.
Received: December 11, 2023. Revised: August 12, 2024. Accepted: September 15, 2024. Published: October 9, 2024.
1 Introduction
The development and integration of AI in the art
field create conditions for studying the features of
AI as a tool in the further professional activities of
future specialists in art majors. The use of AI in art
has wide application opportunities, in particular, the
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DOI: 10.37394/23209.2024.21.41
Halyna Kuzmenko, Olha Konovalova,
Halyna Sotska, Ostap Kovalchuk,
Liudmyla Melenets, Iryna Sytnyk
E-ISSN: 2224-3402
449
Volume 21, 2024
creation of basic projects and the generation of
prototypes of author’s works in various types of art,
performing routine work faced by art specialists
(accounting, systematization of texts, etc.),
providing information support, schematic analysis
of finished works of art, testing art solutions at the
stage of creating an art project. This creates
prerequisites for studying the peculiarities of the use
of AI in the art field and the impact of AI on
building professional competencies of future
specialists in art majors in HEIs. According to [1],
the integration of AI into the learning process in
HEIs (including art majors) contributed to the
improvement of several educational indicators (such
as satisfaction with learning, compliance with trends
in modern technology development, quality and
results of learning, specialists’ readiness for real
working conditions). In contrast, in [2] researchers
noted a biased attitude of people towards artistic
artifacts created by AI. However, in [3] the authors,
state that some professionals in the arts consider
their work with AI to be effective co-creation. So, in
addition to the applied level of AI in relation
between the students studying to become specialists
of art majors, the problem is also the value level,
which determines the general attitude and the very
possibility of AI being related to the world of true
art.
The study of the impact of AI use on building
professional competencies of future specialists in art
majors is a new area of researchers’ interest. The
concept of “professional competencies of art
specialists” is supposed to mean a complex
characteristic of business and personal qualities,
which includes content (knowledge) and procedural
(skills) components, which in their unity reflect the
level of their professional maturity and readiness for
effective and creative professional activities, [4].
Professional competencies of art specialists include
flexibility and creative nature of thinking;
independence in making rational and creative
decisions; creative application of methods of
professional activity; the ability to manage an
artistic team; the development of skills to critically
evaluate professional situations and problems; the
ability to analyze and predict the results of ones
own creative work, etc. Therefore, building
professional competencies enables an art specialist
to mobilize his knowledge, skills, and experience in
professional activities for the effective achievement
of the goal, thereby determining his professional
mastery, [5].
The integration of AI into educational programs
has the potential to fundamentally transform the
process of building the professional competencies
that the students need for further work and creative
realization. In particular, for students studying Fine
Arts, Decorative Arts, and Restoration, programs
using AI for pattern recognition can facilitate the
search for effective solutions in terms of color,
form, working techniques, and materials to be used,
[6]. For future specialists majoring in
Choreography, the use of AI will also contribute to
the creation of virtual models for scenography and
visualization of dance movements. AI can always
perform the role of an outside critic-art critic in
analytical terms, thereby increasing the skill level of
students and art specialists, helping them to project
public reaction in advance, and adapt the work to
specific needs, thus minimizing the factor of fear
before students display their creative work (fear of
judgment, a lack of self-confidence). Therefore, the
use of AI contributes to the formation of practical
skills in art students, as it allows them to assess their
strengths from the outside, receive a critical
assessment, create certain content, and evaluate it.
As mentioned above, there is no consensus of
opinion among scholars dealing with the interaction
between classical art education and AI on to what
extent should AI be involved in art education and
whether it is worth it at all. However, art has always
resonated with objective reality, adapting to the
realities of the time and partly determining these
realities themselves. This means that in today’s
world, where art is noticeably technocratic and AI
has an increasingly high influence, it is better not to
distance art and AI, but to look for optimal ways of
their interaction instead. According to [7], AI should
be integrated into art education with caution, as
there is a threat of a negative impact on the
development of creativity and creative confidence
for students of art majors. At the same time in [8],
authors argue that the use of AI tools has a positive
impact on students’ academic experience, creativity,
and productivity. Therefore, the selection of
effective forms of using AI for training in artistic
majors contributes to the improvement of
professional competencies and preparedness of
future specialists for the developing and
technological labor market. In particular, the
performance of routine AI tasks allows employees
of the creative sphere to relieve themselves,
focusing on the actual creative tasks, and not on the
technical aspects of the creative process, which
contributes to the improvement of the practical work
of the future specialist, [9].
The problem of the research was to study the
impact of AI tools on the development of
professional competencies of students of art majors.
The focus is on determining how effectively these
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DOI: 10.37394/23209.2024.21.41
Halyna Kuzmenko, Olha Konovalova,
Halyna Sotska, Ostap Kovalchuk,
Liudmyla Melenets, Iryna Sytnyk
E-ISSN: 2224-3402
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tools can be integrated into the educational process
and how they affect various aspects of the
professional development of future specialists.
Relevant studies show that AI tools that enable
to analyze, provide feedback and personalize
learning can be useful in the educational process.
For example, AI is used to analyze works of art,
musical compositions, and choreography. This
allows students to gain useful knowledge that will
help them to improve their work. Other studies
emphasize the importance of teaching students
digital literacy so that they can make the most of AI,
[1], [2], [3], [4], [5], [6], [7], [8], [9]. The research is
significant for higher education because it
demonstrates how AI tools can improve the learning
process, promote the development of students’
professional competencies, and increase their
competitiveness in the labor market.
Given the foregoing, the research aims to study
the effectiveness of the use of AI in building
professional competencies of the future art
specialist. The aim involves the fulfillment of the
following research objectives:
1. Study the specifics of the professional
competencies of art specialists and compare them
with existing AI tools that can be used for their
improvement;
2. Introduce students of art majors to the
possibilities of using AI tools to perform various
types of tasks;
3. Study the students opinions regarding the
impact of using AI tools on the formation of
components of professional competencies.
2 Literature Review
A review of the existing studies reveals the
uncertainty and even opposite views we have
noticed regarding AI use for the education of future
art specialists. In this article, the authors try to
distance themselves from the often unsubstantiated
polemics about the harm of AI to true art, especially
to students at the stage of their formation as art
specialists and professional artists. So, the literature
review should focus on the benefits of using AI in
the context of the issue under research. In particular,
[9], stated that AI contributes to individualization
and increases the efficiency of the educational
process and the study of art theory. According to
future choreographers, they appreciate the use of AI
during training, [10]. They also note that it helps to
develop creative, professional, and leadership skills.
The study by [11], shows the effectiveness of using
AI algorithms to optimize the creative process, in
particular, searching for relevant images or musical
works, searching for analogs, or creating different
versions of similar works, and other possibilities. In
[12] the authors see the effectiveness of AI in the
processing of large arrays of data, which provides
ample opportunities for understanding varieties of
art. The study of [13], on the evaluation of human-
generated and AI-generated artworks shows that
human-generated artworks were rated higher: this
was influenced by the emotional content of the
human-generated artworks. In [14], the researchers
investigated that the evaluation of black and white
drawings created by a person with a certain
intention (subtext, content) was higher than similar
drawings created by AI. The work [15] emphasizes
the use of AI for the objective analysis and
assessment of creativity, which enables the
development of creativity and critical thinking in
future art specialists. The researchers pay attention
to the moral aspects of using AI in art and training
future artists, [16]. They also pay attention to the
problems of data privacy, authorship in creativity,
and the influence of smart systems on the creative
process.
Art students can benefit from applying AI tools
to their learning process. In particular, [17],
emphasizes the significant and beneficial role
played by interactive learning in the use of AI in the
classroom for real-world tasks, the use of virtual
reality, the development of platforms for group
collaboration, and activities that help future art
specialists to develop their professional skills. The
researchers [18] emphasize the importance of
creating new pedagogical approaches with the
integration of intellectual systems in the educational
process, exploring new possibilities for using AI in
teaching art subjects.
As the author, [19], states, the use of AI in ballet
helps analyze the accuracy of ballet poses: this is
achieved thanks to computer vision technology. In
[20] the authors divide the possibilities of using AI
in art into five main categories - creation, analysis,
content improvement, information extraction and
improvement, and data compression. Besides,
various AI tools enable future specialists to
collaborate, analyze data, and evaluate creative
activity, which largely helps to develop critical
thinking and cooperation skills, and promotes the
acquisition of practical work skills and other
professional qualities.
The consequences of applying AI methods were
interpreted by taking into account the unique
professional competencies of future art specialists.
The components of the professional competencies of
future specialists of various artistic majors were
systematized based on the interpretation of the work
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Halyna Kuzmenko, Olha Konovalova,
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Liudmyla Melenets, Iryna Sytnyk
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of [21], in particular, in the following arts: music
(pop vocals), visual art, and choreography,
considering the potential of their use for shaping the
capabilities of the AI tools. An experimental sample
was created to empirically study the specifics of the
relationship between EI and dependence among
migrants. The study involved 400 citizens of
Ukraine aged 18 to 50, who left Ukraine because of
military operations in Ukraine and stay in EU
countries now. There were 95 men and 305 women
among the respondents. A total of 56% of
respondents migrated from the eastern regions of
Ukraine, 24% from the southern regions, 9%
from the central regions, and 11% from the
western regions. The distribution by education level
is the following: 34% of respondents have higher
education, 38% have secondary special education,
and 28% of respondents have secondary special
education. Survey participants were found through
contextual advertising on Facebook and Instagram.
The main inclusion criteria were Ukrainian citizens,
who had temporary protection status in the EU
country and moved to the EU country after February
24, 2022.
The Higher Education Standard for students
majoring in Fine Art, Decorative Art, and
Restoration of the first (bachelor’s) level of higher
education defines thirteen general competencies,
[22]:
- the ability to realize one’s rights and
responsibilities as a member of society, to recognize
the values of civil society and the need for its
sustainable development;
- the ability to preserve and multiply cultural and
artistic values, ecological values, moral values, and
scientific achievements of society based on an
understanding of the history and patterns of
development of the subject, its place in the general
system of knowledge about nature and society;
- ability to communicate in national and foreign
languages;
- ability to abstract thinking, synthesis, and
analysis;
- the ability to apply knowledge in real-life
situations;
- other abilities.
As AI is used in many different fields and allows
arts students to develop a variety of abilities, it can
help future specialists to develop the professional
competencies identified in the Higher Education
Standards, [22]. The analysis of the literature
revealed a lack of research that would
experimentally study the issue of using AI tools for
the development of professional competencies of art
students, especially those that help in the
performance of routine procedures but do not
negatively affect the creative aspect.
3 Research Material and Methods
3.1 Research Design
The research was carried out by employing a
quantitative method, using also qualitative methods
of statistical data evaluation for their generalization
and interpretation. The AI tools that can be used for
work by art specialists were analyzed, and lecture
material was developed to introduce students to the
features of AI tools. Students were given a task they
could complete using AI tools. Training with the use
of AI tools was conducted during one academic
year. The use involved learning about specific AI
tools for specific tasks, as shown in Table 1
(Appendix 2). This occurred during lectures at the
beginning of the year, when performing tasks, or
use (optionally) during the academic year in the free
version or the paid version up to $10 per month. The
students were offered the use of AI tools in the
process of learning, as presented in Table 2
(Appendix 2).
3.2 Methods
The research employed quantitative methods,
modeling, and a pedagogical experiment. As part of
the experiment, a curriculum was developed and
implemented, which included the use of AI tools in
the educational process for training students of
various art majors. After the implementation of the
program, a survey of students was conducted to
assess how the use of AI affected the development
of their professional competencies.
A survey was conducted that assessed the level
of students’ literacy in the use of AI with the help of
the author’s questionnaire. The collected data were
analyzed to establish the relationship between the
level of AI literacy of students and their professional
competencies. This made it possible to determine
how effectively students apply AI in their
educational and creative activities, as well as how it
affects their professional growth.
3.3 Sample
The study employed 440 fourth-year students who
studied Art as a branch of knowledge, majoring in
Musical Art, educational and professional program
Vocal Art (the number of students - 187, of them 98
girls and 89 boys), Fine Art, Decorative Art,
Restoration (number of students - 155, of them 76
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girls, 79 boys) and Choreography (number of
students - 98, of them 52 girls, 46 boys).
3.4 Instruments
Two questionnaires were used to survey students
after the experimental academic year (Appendix 1).
The first, regarding AI literacy, was proposed by
[23]. The questionnaire consists of four subscales,
which contain certain subscales, namely: learning
effectiveness (subscales: internal motivation - 4
questions, self-efficacy - 5 questions, career interest
- 5 questions, confidence - 5 questions); educational
behavioral skills (subsections: formation of behavior
- 3 questions, involvement in educational activities -
4 questions, cooperation - 4 questions); cognitive
learning (subsections: knowledge and understanding
5 questions, use, evaluation, creative thinking 4
questions), and ethical learning (AI ethics 16
questions).
The second questionnaire was created that
helped to find out how students evaluate the use of
AI tools for the development of their professional
competencies. The definition of the components of
professional competencies, which was described and
systematized in the work of [21], given the issue
under research, was given in the literature review.
The obtained results were processed using SPSS
Statistics. The results of descriptive statistics and
research on the existence of interrelationships
between the level of literacy in the field of
mastering AI tools and the students’ opinions
regarding the impact of using AI tools on building
professional competencies are presented.
After the survey, in addition to the general
assessment of the impact of AI use on building
professional competencies, a correlation between
the indicators of AI literacy and the assessment of
their impact on building students’ professional
competencies was studied.
3.5 Ethical Criteria
The survey was conducted in compliance with the
principles of anonymity. The results of the survey
did not affect students’ grades during the semester
control. Students could voluntarily refuse to
participate in the survey, which did not affect the
results of their studies or the attitude of teachers or
administration towards them. The use of paid
versions of the AI tools was purely voluntary. The
use of AI tools required the students’ consent
(signing an agreement to understand the
consequences of using and publishing content that
would violate copyright, degrade or criticize the
creative activity of people regardless of skill level,
cultural affiliation, or other characteristics).
4 Results
The students’ survey regarding their AI literacy is
presented in Table 3 (Appendix 2).
Music, visual arts, and choreography are the
three majors represented in the table, which shows
students’ level of literacy in using AI tools. All
specialties have the same average values on all
scales and subscales, which indicates that literacy in
the use of AI is equal. The Use, Assessment, and
Creative Thinking subscale has the highest mean
values for each of the three majors, indicating the
significant role that AI plays in promoting creative
thinking. Different standard deviations show that the
variability of student responses is similar between
majors.
The obtained results show the absence of
significant differences between the indicators of AI
literacy among students of different majors. It was
found that the general level of AI literacy is higher
than medium. A survey of students regarding the
effectiveness of the use of AI tools in building their
professional competencies is presented in Figure 1.
Students who studied in the three different art
majors involved in the research highly appreciated
the impact of AI tools on expanding their
knowledge and a deeper understanding of the theory
of cultural and artistic processes, art history, and
innovative technologies in art, and had a positive
attitude towards the AI use for building different
components of professional skills. Students
majoring in Choreography rated the impact of using
AI tools on building the perceptual component the
highest (3.51 points). In general, all students
positively evaluated the AI use to realize their future
role as a professional, an auxiliary factor in
understanding the art field and determining a place
in the system of professional direction (estimates of
all components by students of various specialties
who participated in the study were higher than 3
points).
Respondents’ answers show that AI tools help
them to better master the specifics of their
professional activities. Students pointed to several
advantages of using AI tools, including:
- consideration of their motivational factors,
goals, and interests;
- development and maintenance of
professional orientation and interest in future
activities, stimulation of self-improvement;
- regarding the cognitive component: this is
an opportunity to gain and expand knowledge in the
field of understanding the basics of directing mass
events, arrangement, analysis of artistic works,
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theory of cultural and artistic processes, art history,
and other aspects of artistic activity;
- regarding the organizational and activity
component: facilitating the performance of routine
tasks, developing the ability to consciously and
rationally organize one’s educational activities and
to cooperate with other participants of the
educational process or creative team;
- support of the ability for self-analysis and
self-criticism;
- obtaining several professional skills and
abilities that contribute to effective work in future
activities;
- the opportunity to examine the various
professional roles of an art specialist (manager,
critic, performer, etc.), which contributes to the
development of versatile abilities and practical
skills;
- self-expression, readiness for creative
experimentation.
The analysis of the reliability of the developed
questionnaire by calculating the Cronbach’s alpha
coefficient, separately for the students’ answers for
each major, is presented in Table 4 (Appendix 2).
A strong positive correlation between self-
assessment indicators of AI literacy and their impact
on the formation of professional literacy of future
art specialists was found. This is predicted because
students rated both components above medium. No
significant differences were found between the
indicators of self-assessment of AI literacy and the
assessment of the impact of the use of AI tools on
the professional literacy of students of different
majors. Therefore, the correlation coefficients
between the average grades of students of all majors
were calculated. The indicators of relationships are
presented in detail in Table 5 (Appendix 2).
The use of AI tools contributes to the
acquisition of the necessary knowledge and skills of
future art specialists. Given the development of AI
tools and the range of their use in various types of
activities, the need to involve AI in the professional
training of art students can be stated observing
several limitations that were discussed in the
introduction and literature review. This is also
determined by the numerous threats that AI poses in
case of abuse or incorrect use, in particular, about
violations of the academic integrity rules.
Fig. 1: Survey Results Regarding the Impact of Using AI Tools on Building Professional Competencies of
Future Art Specialists
3,42
3,48
3,41
3,38
3,43
3,49
3,48
3,35
3,13
3,29
3,38
3,46
3,51
3,39
3,66
3,53
3,45
3,39
2,5 3 3,5 4
Perceptual component
Motivational and value component
Cognitive component
Organizational and activity component
Reflective and evaluative component
General professional competencies
Choreography major Musical Art major Fine Art major
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5 Discussion
The effectiveness of using AI tools for building
professional competencies in various fields is quite
significant. Were examined the possibilities of AI
in the art to understand how the intersection of art
and technology can transform people’s attitudes
toward AI use, [24]. In [25], the researchers believe
that machine creativity and human creativity should
be differentiated, but the complementarity of
human creativity and AI will contribute to the
maximization of people’s creative capabilities. The
use of AI changes the labor market, and contributes
to the improvement of production processes. The
use of AI In the field of art is quite controversial
due to many prejudices against AI in creativity as a
substitute for human potential, [2]. However, it is
more harmful to ignore the extent of the spread of
AI and its potential for the development of practical
skills and abilities, and the formation of
professional competencies and components using
AI. Therefore, the authors of this article argue for
the idea of introducing material about the
peculiarities of AI tools in art into the curriculum.
The rational use of AI capabilities makes it possible
to train high-class specialists, while the unqualified
will distort the AI potential.
The data of [26], as well as the results of this
study, confirm that students are generally positive
about AI and consider it useful for education, but
are concerned about the disadvantages of its use.
Using certain AI tools, students can significantly
increase all the competence components of art
majors, in particular the perceptual component of
professional competencies, which in a broad sense
means understanding the requirements for activities
in modern art; motivational and value, cognitive,
organizational and activity, reflective and
evaluative components. The obtained results
correspond to the results of the study conducted by
[27], which showed that the collaboration of
students with AI tools significantly influenced
creativity in content, expressiveness, and social
benefit of efficiency. This was, however,
influenced by students’ attitudes towards AI and
their level of artistic skills. At the same time, the
rational use of AI will contribute to the further
effective building of various types of professional
competencies in future specialists of art specialties,
as determined in the conducted research.
The AI use in education has several advantages
and disadvantages, [28]. As a result, to create
logical content for inquiry, AI in higher education
must be used with the right user skills, [29]. The
authors emphasize the importance of quality
education and the need to implement AI in teaching
and assessment of education, [30]. The use of AI in
education changes learning and teaching, and this
requires changes in the structure of the educational
process, [31], including understanding the ethical
implications of using AI in education, publishing
specific content, and observing copyright when
creating or performing other operations, [32]. In
addition, as the use of AI in various forms can
expose the participants of the educational process
to danger, it is extremely important to prevent
potential situations of bullying, [33], [34]. Future
specialists in the field of art should be trained in
such a way as to strengthen the complementarity of
professional competencies, [35]. This can be
achieved through the effective use of AI tools.
The obtained results confirm the conclusions
of, [36], regarding the decisive influence of the use
of AI on building professional competencies in
higher education. In addition, the obtained data
complement the conclusions of [37], regarding the
effectiveness of using AI for the development of
the organizational and activity component of
competence. In [38], the authors conclude that the
development of cooperation in educational
activities between students and AI tools can
contribute to high-quality performance of creative
tasks, and finding solutions to problems. The
results of [39], show that the use of AI in higher
education is possible in three variants: 1) AI as a
new subject; 2) AI as an intermediary; 3) AI as an
additional assistant in the relationship between the
participants of the educational process. An
effective AI use model is possible only under the
condition of creative cooperation between students
and teachers.
In [40], the researcher suggests the
implementation of literacy studies using AI in
educational programs. The authors of this article
reached a similar conclusion, which is ground to
consider it appropriate to offer the study of the
possibilities of using AI while learning all
mandatory subjects of the educational program.
Besides, attention should be paid to the potential of
AI specifically within the scope of studying
selective subjects, [41]. It is advisable to develop
separate subjects for different artistic majors given
the peculiarities and unevenness of the potential of
using AI in different artistic fields. For example,
the use of AI tools in the field of music is almost
not limited, [42], but there are more restrictions for
choreography and visual arts.
Therefore, high-quality and effective
cooperation between humans and AI is possible
even in the creative sphere. However, establishing
work with AI requires mastering new skills, and
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checking the effectiveness of using AI for the
development of professional competencies and
creative abilities in various spheres of human
artistic activity. Theoretical studies and tests will
make it possible to improve the processes of
professional education using AI.
6 Conclusions
The study showed that the development of
professional competencies is positively influenced
by the reasoned use of AI tools in art education.
According to the subjective self-assessment of
literacy in the use of AI, art students have an
above-medium level. This level is sufficient for
training, creating relevant projects, as well as for
self-development. The test check and approbation
of the developed questionnaire for surveying
students about the impact of AI tools on building
professional competencies shows sufficient
consistency of its components, and the results of
descriptive statistics indicate that students highly
appreciate the impact of using AI tools on building
their professional competencies. This means that
students majoring in Musical Art, Fine Art, and
Choreography statistically equally evaluate AI
tools for building their professional competencies.
The study shows that AI use contributes to the
development of professional skills of art students. It
revealed that AI can improve skills in areas such as
music, choreography, and the visual arts by
analyzing real-world feedback, creating art
projects, and evaluating the quality of music
recordings. The study found that students highly
rate the impact of AI on their professional training.
This confirms the importance of incorporating AI
into the curriculum if we want future specialists to
be well-rounded.
Students noted the ability to provide real-time
feedback from AI tools to help them improve their
artistic skills. In the field of choreography, students
highly appreciate AI tools that help to analyze
movements and provide valuable information about
their synchronicity and spectacularity,
recommendations for selecting or improving
musical accompaniment, and creating more
exciting and creative dance programs, artwork, or
musical accompaniment. In the visual arts, AI tools
help in creating constructive projects for the
competent organization of space, building relations
between light, halftone, and shadow through the
creation of complex tonal transitions, which is
especially difficult in oil painting. In this field, AI
is highly appreciated by students as an auxiliary
tool for their activities. In music, AI helps to assess
the quality of a recording (of own compositions or
created with the help of AI), to create an
arrangement that corresponds to the content and
mood, which accelerates the work of a future
specialist in the field of musical art, in particular,
pop vocals, and therefore activates the viewer’s
attention, contributes to increasing the productivity
of his work.
A strong correlation was found between the
results of the assessment of literacy in the use of AI
tools and the assessment of the impact on the level
of professional literacy. In other words, AI literacy
also involves the assessment of the impact on
building professional competencies of future art
specialists. At the same time, a biased attitude or a
lack of knowledge about the specifics of using AI
tools can be the reason for low assessments of the
impact of using AI or understanding their role in
shaping the professional competencies of a future
specialist. Therefore, it is necessary to acquire AI
literacy skills to build professional competencies
and their components in the modern world. This
will contribute to their effective use and prevent the
negative consequences of using AI in art.
6.1 Limitations
The research implies the use of certain free or paid
AI tools for building certain professional
competencies. The use of free versions only shows
the AI potential to a limited extent. Because of this,
the possibility of developing additional skills for
students in the case of using full-fledged optional
AI programs is not taken into account. A limitation
is that all students had a certain level of AI literacy
offered by higher education institutions and
improved in the process of use, but other
conditions, for example, lack of training by
teachers of HEIs or insufficient self-learning
motivation among students, were not taken into
account. Potentially, they will cause a lower level
of AI literacy and, accordingly, a lower assessment
of the role of the formation of professional
competencies of future specialists in the field of art.
The study did not also take into account the
student’s academic performance.
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DOI: 10.37394/23209.2024.21.41
Halyna Kuzmenko, Olha Konovalova,
Halyna Sotska, Ostap Kovalchuk,
Liudmyla Melenets, Iryna Sytnyk
E-ISSN: 2224-3402
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Volume 21, 2024
APPENDICES
Appendix 1
Questionnaire for assessing the role of AI in
building the components of the professional skills of
the future art specialist
Perceptual component:
1. To what extent do AI tools help you to better
understand your role in the art industry (1 I do
not support at all (strongly disagree), 5 I fully
support (strongly agree), 1 – I strongly disagree);
2. In your opinion, do AI tools help you to
effectively determine your place in the system of
artistic professions? 1 I do not support at all (I
do not agree at all), 5 I fully support (I fully
agree), 1 – I do not agree at all);
3. Does the use of AI tools improve your perception
of the art major as a future specialist in the
context of the cultural space? 1 - I do not support
at all (I do not agree at all), 5 - I fully support (I
fully agree), 1 - I do not agree at all);
4. How do you assess the impact of AI tools on the
ability to analyse and evaluate the cultural space?
1 – I do not support at all (I do not agree at all), 5
– I fully support (I fully agree), 1 – I do not agree
at all);
5. How do you evaluate the support of AI tools in
determining professional and artistic personal
qualities for future professional activity (1
They have no impact, 5 They have a positive
impact);
6. How effective is the use of AI tools to determine
the specifics of the perception of the cultural
space by future specialists? (1 They have no
impact, 5 – They have a positive impact);
7. How important is the use of AI tools for building
your professional competence? (1 not very
effective, 5 – quite effective);
Motivational and value component
8. To what extent AI tools take into account your
motivations, goals and interests in the process of
professional training (5 fully support (fully
agree), 1 – completely disagree);
9. How do AI tools affect your ability to develop
and maintain a certain professional orientation
and interest in future activities (1 no impact, 5
– positive impact);
10. To what extent does the use of AI tools
contribute to the development of your
professional orientation and the desire for self-
improvement? (1 no impact, 5 positive
impact);
11. In your opinion, the use of AI tools helps you to
maintain interest in future professional activities
(1 – no impact, 5 – positive impact);
12. Does the use of AI help to support your creative
and personal values in art? (1 – no influence, 5 –
positive impact);
13. How do AI tools affect your inclination to
perform this particular professional activity and
realize the need for self-expression through it?
(1 – no impact, 5 – positive influence);
14. To what extent is the use of AI tools important
for building your professional competence in the
motivational and value component? (1 no
impact, 5 – positive impact);
Cognitive component
15. To what extent do AI tools help you gain and
expand your knowledge in your professional
field? 1 I do not support at all (disagree at all),
5 – I fully support (completely agree);
16. How do you assess the impact of AI on your
understanding of the foundations of theory,
culture, and other aspects of your artistic
activity? (1 – no impact, 5 – positive impact);
17. To what extent do AI tools help you to learn the
specifics of folk art, the basics of composition
and other aspects of art? (1 no impact, 5
positive impact);
18. Do you think that AI tools improve your
understanding of working with stage and other
creative teams and people? (1 no impact, 5
positive impact);
19. Do you think AI tools take into account the
specifics of work in the art field? (1 not taken
into account, 5 sufficiently taken into
account);
20. How do AI tools help you understand society’s
perception of art and take this into account in
your creative work? (1 no impact, 5 positive
impact);
21. To what extent does the use of AI tools help you
to understand the specifics of communication in
creative teams? (1 no impact, 5 positive
impact);
22. Do you think AI tools support the development
of your creative and personal values in the art
field? (1 has no influence, 5 positively
influences);
23. How do AI tools affect your tendency to
perform this particular professional activity and
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DOI: 10.37394/23209.2024.21.41
Halyna Kuzmenko, Olha Konovalova,
Halyna Sotska, Ostap Kovalchuk,
Liudmyla Melenets, Iryna Sytnyk
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realize the need for self-expression through it?
(1 – no impact, 5 – positive impact);
24. In your opinion, the use of AI tools is important
for building your professional competence in the
motivational and value component? (1 no
impact, 5 – positive impact);
Organizational and activity component
25. Do you think that the use of AI tools contributes
to the formation of your professional skills for
work in the art field? (1 no impact, 5
positive impact);
26. Does the use of AI tools affect your ability to
organize and collaborate with creative teams
and other people? (1 no impact, 5 positive
impact);
27. To what extent do AI tools contribute to the
development of your organizational skills in the
context of artistic activity? (1 no impact, 5
positive impact);
28. Do you think that AI tools support you in
solving tasks and organizing professional
activities in art? (1 no impact, 5 positive
impact);
29. At what level do you think that AI tools
facilitate work with creative processes and
contribute to increasing its efficiency? (1 no
impact, 5 – positive impact);
30. How do AI tools affect your ability to interact
with teachers and fellow students in the context
of art training? (1 no impact, 5 positive
impact);
31. To what extent is the use of AI tools important
for building your professional competence? (1
not important, 5 – very important);
Reflective and evaluative component
32. Do AI tools improve your capacity for
introspection and self-observation in the process
of professional activity? (1 no impact, 5
positive impact);
33. How do you assess the impact of AI tools on
your ability to self-criticize and evaluate your
own creative abilities? (1 no impact, 5
positive impact);
34. To what extent do AI tools help you to form
sustainable motivation for self-improvement in
art? (1 – no impact, 5 – positive impact);
35. Do you think that AI tools make it easier for you
to analyse various aspects of your professional
activity and fulfil tasks? (1 no impact, 5
positive impact);
36. At what level do you think AI tools take into
account your creativity and capabilities in
performance evaluation? (1 no impact, 5
positive impact);
37. How does the use of AI tools affect your ability
to analyse and summarize various aspects of art
in your work? (1 no impact, 5 positive
impact);
38. Is the use of AI tools important in today’s world
for building your professional competence,
given their rapid development and areas of
application? (1 not important, 5 very
important);
General professional competencies
39. The use of AI tools is necessary in today’s world
in my chosen professional activity;
40. The use of AI tools helps me to fulfil creative
tasks in my professional activity;
41. The use of AI tools helps me in finding new
ideas and concepts in creative activity;
42. The use of AI tools helps me to store and
analyse data on the results of the creative
process and the dynamics of achievements;
43. With the use of AI tools, I will be able to work
effectively in the art field;
44. The use of AI tools helps me to prepare for
professional activity, taking into account the
requirements of the modern labour market;
45. The use of AI tools helps me to maintain the
competitiveness of future specialists in the
labour market.
WSEAS TRANSACTIONS on INFORMATION SCIENCE and APPLICATIONS
DOI: 10.37394/23209.2024.21.41
Halyna Kuzmenko, Olha Konovalova,
Halyna Sotska, Ostap Kovalchuk,
Liudmyla Melenets, Iryna Sytnyk
E-ISSN: 2224-3402
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Volume 21, 2024
Appendix 2
Table 1. Components of Professional Competencies of the Future Art Specialist
No.
Component
name
1
Perceptual
2
Motivational
and value
3
Cognitive
4
Organization
al and
activity
component
5
Reflective
and
evaluative
WSEAS TRANSACTIONS on INFORMATION SCIENCE and APPLICATIONS
DOI: 10.37394/23209.2024.21.41
Halyna Kuzmenko, Olha Konovalova,
Halyna Sotska, Ostap Kovalchuk,
Liudmyla Melenets, Iryna Sytnyk
E-ISSN: 2224-3402
462
Volume 21, 2024
Table 2. Examples of the Use of AI Technologies and Tools in the System of Training Art Students in HEIs
Components of
Professional
Competencies
Musical Art major, educational
program Vocal Art
Fine Art Major
Choreography major
Perceptual
component
To assess and analyze vocal skills,
and to provide sound analysis of
technical aspects such as range,
intonation, and dynamics. Vocal
Analysis AI
Using computer vision
and machine learning
algorithms to analyze
works of art. It is used to
analyze different styles,
techniques, and trends in
art.
Art Vision AI
The use of computer image
processing algorithms for the
analysis of choreographic
productions and performances. AI
can help to detect and refine
movements, making them more
aesthetic and effective. Choreo
Vision AI
Motivational and
value component
Development of personalized
training programsprograms and
recommendations based on the
individual vocal capabilities of the
vocal artist with the aim of
applying a differentiated approach
and expanding the variability of
the educational process. Through
the development of a system of
personalized tasks, AI systems
activate the self-development
processes of each student.
Vocal Coach AI
Using emotion analysis
through facial recognition
systems to study the
effects on viewers.
Art Inspire AI
Personalized programs and
exercises based on the
motivations and system of artistic
values of a particular student.
Intelligent systems can take into
account style, previous
achievements, and creative
preferences.
Choreo Craft AI
Cognitive
component
The application of intellectual
systems for mastering the
theoretical provisions of music art,
in particular, vocal art, which
helps to carry out the conscious
analysis of vocal works regarding
their construction and structure,
belonging to a certain era,
authorship, as well as
understanding their artistic value
and uniqueness.
Voice Theory AI
Using generative AI
models to create ideas for
art projects, taking into
account the individual
styles of artists of a
certain era, ethnic groups,
and other factors.
Art Genius
The search or generation of new
elements of choreographic
vocabulary, original technically
complex, and aesthetically
expressive dance supports for the
fullest possible identification of
individual students’ capabilities
and the creation of unique
choreographic productions as a
whole.
Choreo Genius
Organizational
and activity
component
AI-based vocal trainers help
vocalists manage training time,
determine and select a repertoire,
with an orientation to a certain
audience of listeners, and organize
performances. Virtual Perfomance
Planner
AI-based automated
planning systems for
optimizing time and
resources when
organizing collective art
projects, personal art
exhibitions, etc.
Visual Art Studio
Virtual trainers who provide
organizational and
methodological instructions
regarding the coherence of actions
in the creative team and modeling
of practical situations when
preparing the team for
participation in art competition
programs, and organizing
performances. Virtual Dance
Coach
Reflective and
evaluative
component
Using intelligent systems to
analyze video recordings of
vocalists’ performances and
provide meaningful advice to
improve performances. Vocal
Feedback AI
Analysis of possible
positive and negative
reactions from viewers
and art critics to evaluate
reactions to artistic
projects.
Art Critique AI
Using AI to analyze video
recordings of performances,
identify strengths and weaknesses,
and provide recommendations for
improving the quality of
choreography numbers, in
particular, their technical and
emotional components. Dance
Analyzer AI
General
competencies of
art specialists
The use of AI-based music
synthesizers, as well as systems
that create accompaniment and
Using AI technologies to
recognize movements and
automatically adjust
Using AI to conduct experiments
on mastering the technique of
performing elements of
WSEAS TRANSACTIONS on INFORMATION SCIENCE and APPLICATIONS
DOI: 10.37394/23209.2024.21.41
Halyna Kuzmenko, Olha Konovalova,
Halyna Sotska, Ostap Kovalchuk,
Liudmyla Melenets, Iryna Sytnyk
E-ISSN: 2224-3402
463
Volume 21, 2024
Components of
Professional
Competencies
Musical Art major, educational
program Vocal Art
Fine Art Major
Choreography major
arrangements for vocalists,
simplifies the process of creating
vocal accompaniment and musical
compositions.
AI Vocal Arranger
artistic strokes to achieve
visual harmony.
AI Brush Assistant
choreographic vocabulary in a
virtual environment.
Motion Composer AI
Table 3. Students’ Literacy Level in Using AI Tools
Major
Musical Art major, educational and
professional program Vocal Art
Fine Art major
Choreography major
Scales and subscales
mean
SD
mean
SD
mean
SD
Effectiveness of learning
Internal motivation
3.13
0.79
3.11
0.87
3.24
0.82
Self-efficacy
3.27
0.85
3.23
0.85
3.22
0.76
Career interest
3.31
0.92
3.26
0.95
3.22
0.98
Confidence
3.28
0.88
3.32
0.67
3.24
0.75
Educational behavioral skills
Formation of behavior
3.18
0.79
3.15
0.97
3.21
0.89
Involvement in educational activities
3.27
0.86
3.22
0.69
3.31
0.77
Cooperation
3.22
0.98
3.31
0.76
3.29
0.90
Cognitive learning also lacks the practical component of professional training
Knowledge and understanding
3.21
0.87
3.23
0.91
3.30
0.85
Use, assessment, creative thinking
3.35
0.75
3.41
0.73
3.29
0.89
Ethical education
AI ethics
3.22
0.83
3.23
0.68
3.13
0.77
Table 4. Internal Consistency of the Components of the Developed Questionnaire for Studying the Impact of
Using AI Tools on Building Professional Competencies of Future Art Specialists (Cronbach’s alpha)
Components of Professional Competencies
Majors
Musical Art
Fine Art
Choreography
Perceptual component
87
78
79
Motivational and value component
81
84
82
Cognitive component
78
76
80
Organizational and activity component
81
75
86
Reflective and evaluative component
79
79
77
General professional competencies
83
80
76
Table 5. The Results of Correlation Analysis for Studying the Reliability of the Developed Questionnaire for
Studying the Impact of AI Tools on Building Professional Competencies of Future Art Specialists
Components of Professional
Competencies
Components of
AI literacy
Learning
effectiveness
Learning behavioral
skills
Cognitive
learning
Perceptual component
1.000000
-0.485714
0.579771
0.657143
Motivational and value component
-0.637748
-0.115954
-0.371429
Cognitive component
1.000000
-0.115954
Organizational and activity component
1.000000
WSEAS TRANSACTIONS on INFORMATION SCIENCE and APPLICATIONS
DOI: 10.37394/23209.2024.21.41
Halyna Kuzmenko, Olha Konovalova,
Halyna Sotska, Ostap Kovalchuk,
Liudmyla Melenets, Iryna Sytnyk
E-ISSN: 2224-3402
464
Volume 21, 2024
Contribution of Individual Authors to the
Creation of a Scientific Article (Ghostwriting
Policy)
The authors equally contributed to the present
research, at all stages from the formulation of the
problem to the final findings and solution.
Sources of Funding for Research Presented in a
Scientific Article or Scientific Article Itself
No funding was received for conducting this study.
Conflict of Interest
The authors have no conflicts of interest to declare.
Creative Commons Attribution License 4.0
(Attribution 4.0 International, CC BY 4.0)
This article is published under the terms of the
Creative Commons Attribution License 4.0
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WSEAS TRANSACTIONS on INFORMATION SCIENCE and APPLICATIONS
DOI: 10.37394/23209.2024.21.41
Halyna Kuzmenko, Olha Konovalova,
Halyna Sotska, Ostap Kovalchuk,
Liudmyla Melenets, Iryna Sytnyk
E-ISSN: 2224-3402
465
Volume 21, 2024