CTE Workshop Proceedings

Ukraine higher education based on data-driven decision making (DDDM)

Kateryna Bondar — 2023-03-21

This article presents a theoretical review and empirical study of the assessment of the quality of BA and MA online education during the Russian military invasion of Ukraine in 2022. A qualitative theoretical analysis and comparison are made with a study of higher education quality assessment across Ukraine during the war in 2022 (\textit{N} = 12019). The article analyzes the tools and structure of student feedback on the evaluation of the educational process. The undergraduate and graduate programs are modified based on the analysis of this data. In the Ukrainian higher education space, the National Qualifications Framework requirements for each specialty have been under development since 2014. The National Qualifications Framework developed a list of interdisciplinary competencies that should be transferred to academic courses. According to the Ukrainian higher education standard, universities must provide empirical evidence that their students actually acquire these competencies. Baseline data on the assessment of the quality of online education by student teachers during the war in Ukraine is presented using the case study of the Kriviy Rih State Pedagogical University (\textit{N} = 688). Further modifications of the questionnaire to assess the quality of teaching in order to improve data-driven decision-making and testing ethics are proposed.

Economic analysis of factors associated with education and employment

George Abuselidze — 2023-03-21

The purpose of the research is to determine and analyze the current situation in the Georgian economy, labor market requirements, existing workforce structure, main challenges and trends. Important studies were conducted, within the framework of which market requirements were analyzed, consultations were held with experts in the field, employers, representatives of the Center for the Development of the Quality of Education; The present situation of supply and demand in the educational market is studied and analyzed. Qualitative and quantitative studies were also conducted, within the framework of which the following were identified: the compatibility of higher education programs with the market requirements, the inclusion of practical components in the educational process, the relationship between higher educational institutions and students, and the processes of interaction between education and the labor market. We think that the promotion of professional education will definitely lead us to the desired results, both from the point of view of the economy of Georgia and the general situation in the country. There is simply a need for more involvement from the state and, accordingly, more properly conducted measures, raising the level of awareness in society and creating all the prerequisites in order to change the attitude towards vocational schools as positively as possible. All this will eventually become a contributing factor for improving the level of education or the economic situation. The study concludes with findings and suggestions, which cover the issues facing the Georgian labor market and the labor force demand vision. The examination of the influence of higher education on employment and income in Georgia demonstrates that the investment in higher education yields a discernible return at this point, but the human capital developed in the higher education system is still not being employed efficiently in the country.

Enhancing out-of-class independent learning in a cloud-based information and communication learning environment: insights from students of a pedagogical university

Oleksandr H. Kolgatin — 2023-03-21

This paper addresses the challenges associated with students’ out-of-class independent work in an information and communication learning environment that relies on cloud technologies. The study utilizes survey data gathered from students at a pedagogical university to inform the development of a course titled “Educational Electronic Resources for Primary School” designed for future primary school teachers. The findings reveal several prominent issues, including the need for more explicit instructions tailored to the task requirements, limited experience in self-management, and a lack of intrinsic motivation. Students emphasized the importance of detailed instructions, either orally or in written form, and emphasized the necessity of careful time planning to ensure successful completion of tasks. Furthermore, the article discusses students’ learning activities and achievements in the course amidst the challenges posed by the COVID-19 pandemic. Drawing from this analysis, the study formulates key requirements for effectively managing students’ out-of-class independent work in a cloud-based learning environment. This research contributes valuable insights to improving the design and implementation of remote learning initiatives, enhancing student engagement, and fostering meaningful learning outcomes.

ACNS Conference on Cloud and Immersive Technologies in Education: Report

Stamatios Papadakis — 2023-03-21

This article serves as an introduction to a collection of selected papers presented at the ACNS Conference on Cloud and Immersive Technologies in Education (CITEd 2022), which took place in Kyiv, Ukraine, on December 21-22, 2022. The collection provides valuable insights into the latest advancements in cloud and immersive technologies in the field of education. The introductory text offers an overview of the conference events and provides concise summaries of the selected papers, offering a glimpse into the diverse topics and research areas covered. These selected papers reflect the cutting-edge research and innovative approaches showcased at CITEd 2022, making them a valuable resource for educators, researchers, and practitioners interested in exploring the potential of cloud and immersive technologies in education.

Interactive surveys during online lectures for IT students

Olena S. Holovnia — 2023-03-21

The article investigates student response systems (SRS), and how to apply them to facilitate students' engagement and to improve the overall students' experience during online lectures. The authors give an overview of different student response systems (Mentimeter, AhaSlides, Kahoot!, Wooclap, Socrative, Poll Everywhere, and Slido) and make a comparison of their features. The work describes the experience of using the Mentimeter student response system at online lectures in the Operating Systems course for second-year students IT students of Zhytomyr Polytechnic State University (Software Engineering, Computer Science, Computer Engineering, and Cybersecurity specializations). The data is collected using observation, surveys and taking existing data. Data analysis methods include visual analysis (box plots, Q-Q plots, histograms) and statistical analysis (descriptive statistics, Shapiro-Wilk normality test, F-test, Kruskal-Wallis rank sum test). The study provides experimental results showing an increase in the number of students' answers within the lectures. It also highlights IT students' problems and preferences during online lectures. The authors give recommendations on using SRS during online lectures, aimed at improving the lecturer’s interaction with the audience.

Exploring the potential of online services in utilizing free software for educational activities

Vladyslav Ye. Velychko — 2023-03-21

This article delves into the utilization of online services for studying and incorporating free software into educational settings. Free software embodies the principles of freedom and intellectual creativity, yet despite the existence of numerous software products within repositories, their integration into educational activities remains limited. Through questionnaires, analysis of open data, and reviewing existing research on the use of free software, this study identifies factors that facilitate or hinder its adoption in educational contexts. Drawing on the collected data, the article provides insights into the viability of incorporating free software into educational activities and showcases specific examples of its usage. Additionally, the study highlights the value of online resources in familiarizing educators and learners with free software, underscoring the central focus of this investigation. By shedding light on the potential benefits and challenges of leveraging free software in education and emphasizing the role of online services, this article contributes to the discourse surrounding the integration of free software in educational settings.

Effectiveness analysis of e-learning implementation models and resource support in higher education institutions: case studies and insights amidst the COVID-19 pandemic

Olena G. Glazunova — 2023-03-21

The COVID-19 pandemic has accentuated the need for comprehensive analysis of the effectiveness of e-learning implementation models and the supporting resources in higher education institutions. This article provides an overview of solutions and case studies, focusing on the selection and evaluation of individual services and learning management platforms. To gauge the effectiveness of electronic resources in meeting students’ educational needs, the study recommends employing quantitative indicators in conjunction with students’ performance descriptions. This includes leveraging educational analytics to gather data on students’ frequency and duration of engagement with specific e-resources. The functionality modules “Course Comparison” of the Moodle Learning Management System (LMS) and “Statistics”, along with the optional Analytics module, are reviewed. The article presents the results of applying these modules to analyze e-learning courses at the National University of Life and Environmental Sciences of Ukraine and Boris Grinchenko Kyiv University. Furthermore, the study investigates the factors contributing to students’ limited usage of individual e-courses. By examining these case studies and shedding light on the reasons behind students’ reduced engagement, this article contributes valuable insights to enhance the efficacy of e-learning implementation and resource support in higher education institutions.

Organizing the synchronous remote labworks in institutions of technical engineering education

Sergiy P. Zagorodnyuk — 2023-03-21

This article has been retracted. Please see: Retraction of published article due to the author’s proposal - 5 June 2023

Implementation of the synchronous remote labwork system has been discussed in details. Original approach to controlling an arbitrary laboratory devices has been presented. Effective operational interaction system between the teacher and students and complete control over the quality and completeness has been provided. A structure and components of remote labwork that includes microcontroller development board, broadcast imaging device, assistant microcontroller with 4-pole relay have been suggested. A workstation configuration that allow any number of students to remotely connect and operate on the computer was was explained. The mode of coordination of students actions has been discussed. It is shown that in the ideal case, when the program does not need to be corrected and reworked, the student spends ~90\% of the time on developing use the working time of computers and in particular the operating time of the specified devices as rationally as possible. Program structure of the additional microcontroller Chipkit that allows the student operate with real laboratory hardware in the mode of synchronous remote laboratory work has been presented.

Implementation of STEM learning technology in the process of calibrating an NTC thermistor and developing an electronic thermometer based on it

Roman P. Kukharchuk — 2023-03-21

The rapid development of information technology, robotics, nanotechnology, and biotechnology requires modern education to train highly qualified specialists who can support it, preparing students and students for producing creative work. The need to reform education to modern challenges is an urgent problem today. It is predicted that the most popular professions soon will be programmers, engineers, roboticists, nanotechnologists, biotechnologists, IT specialists, etc. STEM education can combine these areas into a complex, which can be implemented in different age groups. One example of the use of STEM technologies is the development and implementation of scientific and technical projects using the Arduino hardware and software complex. With the help of STEM technologies, a method for calibrating an NTC thermistor in the operating temperature range is proposed and a working model of an electronic thermometer is presented using the example of an NTC thermistor and an Arduino microcontroller.

Web-based support for higher school teachers: insights from a survey and theoretical analysis

Vitaliy V. Achkan — 2023-03-21

This article delves into the theoretical aspects of utilizing Web 2.0 technology in higher education. The study examines the responses of 87 participants to identify the types of activities conducted by higher education teachers and determine the Web 2.0 tools that can enhance their instructional practices. The authors conduct a comprehensive theoretical analysis of existing research and resources that focus on the theoretical foundations of incorporating Web tools in higher education. The research presents the common characteristics of online courses and discusses principles for the effective functioning and physical placement of online systems in the Web space. Based on the findings, the study concludes that promoting online courses aimed at familiarizing Mathematics teachers with the technical capabilities of creating educational content using Web 2.0 technology is highly feasible. This article contributes valuable insights into the theoretical underpinnings of Web 2.0 technology in higher education and offers recommendations for integrating these tools into instructional practices.

Enhancing adaptive learning: leveraging interactive exercises through the LearningApps service

Hanna B. Varina — 2023-03-21

The article explores the potential of adaptive learning systems in promoting optimal intellectual development for individual students based on their natural abilities and inclinations. It examines the key benefits of incorporating interactive exercises into educational activities through the utilization of the LearningApps service’s technical capabilities. The paper showcases how this service can be effectively employed to implement a personalized approach to education. Furthermore, it presents the empirical findings from a study that investigated the integration of the LearningApps service in the educational process of first-year students studying psychological disciplines. The statistical data obtained from the study demonstrates the effectiveness and relevance of using the LearningApps service in enhancing the motivational component of professional training for future professionals within the context of adaptive learning.

Using a mobile application to teach students to measure with a micrometer during remote laboratory work

Oleksandr V. Kanivets — 2023-03-21

In modern conditions, the transition to distance learning has set new tasks for teachers, in particular, related to laboratory work. In these works, students not only study the structure and features of special equipment, but also acquire practical skills in working with the tool. The purpose of the article is to present our own experience of developing and using in the educational process a mobile application for teaching micrometer measurements during the relevant remote laboratory work in the disciplines ``Interchangeability, Standardization and Technical Measurements'' and ``Physics''. The literature analysis showed that ICT is widely used in the educational process in higher education, but computer programs and mobile applications are usually developed for secondary school disciplines, so there was a need to develop an information program for teaching students in distance learning, in particular during laboratory work. In order to teach students to work with a micrometer during distance learning, we have developed a mobile application. The process of developing the application included modeling the micrometer in the CAD system, creating training scenes in the Unity game engine and writing scripts to fully immerse students in the learning process. The mobile application developed by us consists of three parts: theoretical, educational and practical. In the theoretical part, students learn the structure and principles of working with a micrometer. The training part is developed in the form of a video lesson of working with the equipment. The practical part contains an electronic model of the micrometer and allows you to make measurements. Thus, during distance learning using the developed application, the percentage of qualitative success of students in laboratory work on the topic ``Measuring parts with a micrometer'' increased by 7.3\% compared to the same period of distance learning without the use of this application.

The recognition of speech defects using convolutional neural network

Olha Pronina — 2023-03-21

The paper proposes a solution to improve the efficiency of recognition of speech defects in children by processing the sound data of the spectrogram based on convolutional neural network models. For a successful existence in society, a person needs the most important skill - the ability to communicate with other people. The main part of the information a person transmits through speech. The normal development of children necessarily includes the mastery of coherent speech. Speech is not an innate skill for people, and children learn it on their own. Speech defects can cause the development of complexes in a child. Therefore, it is very important to eliminate them at an early age. So, the problem of determining speech defects in children today is a very urgent problem for parents, speech therapists and psychologists. Modern information technologies can help in solving this problem. The paper provides an analysis of the literature, which showed that models of CNN can be successfully used for this. But the results that are available today have not been applied to speech in Ukrainian. Therefore, it is important to develop and study models and methods of convolutional neural networks to identify violations in the speech of children. The paper describes a mathematical model of oral speech disorders in children, the structure of a convolutional neural network and the results of experiments. The results obtained in the work allow to establish one of the speech defects: dyslexia, stuttering, difsonia or dyslalia with recognition results of 77-79%.

Exploring modern trends in developing a digital educational environment for university: A case study of Ternopil Volodymyr Hnatiuk National Pedagogical University

Nadiia R. Balyk — 2023-03-21

This article delves into the contemporary tendencies shaping the development of digital educational environments in universities and proposes a model for their implementation in pedagogical institutions. The study analyzes the concept of educational environments, explores their components, and highlights the distinctive structural features. Additionally, it introduces the notion of a digital educational environment and elucidates its essential components for teachers’ professional training at Ternopil Volodymyr Hnatiuk National Pedagogical University (TNPU): technological, didactic, and social aspects. Notably, the article discusses the characteristics of this environment, such as its information-rich and open nature, digital transformation, and emphasis on social practices and collaboration. To evaluate the efficacy of the digital educational environment for teachers’ professional training, a comprehensive study was conducted with the participation of 432 master’s students across various disciplines at TNPU. Expert assessments were employed for statistical analysis, aiming to determine the significance level of each component’s indicators within the digital educational environment. The results highlight substantial changes observed in the technological and social dimensions of the university’s digital educational environment, which significantly influence the quality of teachers’ professional training.

Exploring the landscape of e-learning for lifelong education of public servants: trends, challenges, and implications

Yevhen M. Khrykov — 2023-03-21

This article provides a comprehensive overview of the various components comprising the lifelong education system for public servants. With the advancement of e-government being a pivotal aspect of public administration, the significance of e-learning as a crucial tool for equipping public servants to fulfill this objective is examined. The study analyzes both domestic and international experiences of e-learning for public servants, encompassing distance education, blended learning, and its integration within traditional classroom settings. The article sheds light on the potential threats and benefits of Information and Communication Technology (ICT) training, drawing insights from a survey conducted among civil servants who received ICT training in Ukrainian higher educational institutions. By drawing upon scientific and empirical evidence, the trends in e-learning development are identified, with certain countries serving as exemplars in addressing the current challenges in this field. This article serves as a valuable resource for understanding the current landscape of e-learning in the context of lifelong education for public servants, highlighting emerging trends, inherent challenges, and the wider implications for effective governance.

Quality of education as the modeling object: "black", "white" or "gray" box for national economics development

Artem Artyukhov — 2023-03-21

This article has been retracted. Please see: Retraction of published article due to the author’s proposal - 4 June 2023

The article describes the dynamic "quality of education" system as an object of modeling with initial data, system parameters, control parameters, disturbing parameters and output parameters. Drawing analogies in the description of a dynamic system as applied to intangible objects allows obtaining a detailed description of the factors regarding the internal and external influence on a dynamic system and predicting the reaction of this system to a change in the elements of power. When describing the quality of education system, one should consider the relationship between its socio-economic impact and the following properties: purposefulness of the system; system hierarchy; interdependence between the system and the external environment; the level of autonomy and openness; system reliability; dimension of the system. Based on the data on the description of the methods of black, gray and white boxes, an algorithm for the transition between models for the quality of education system was formed. The description of the system is carried out by moving from the black to the gray box model, and then to the white box. Each of the models can be self-sufficient and satisfactorily describe a set of input and output parameters. However, the degree of determinism of the description process increases with the transition from the previous model to the next.

Evaluation of the system "quality of education" and its socio-economic impact: analogies with software testing

Artem Artyukhov — 2023-03-21

This article has been retracted. Please see: Retraction of published article due to the author’s proposal - 5 June 2023

The article is devoted to creating a reliable algorithm for testing the quality of the education system, determining the system’s relationship with the goals of sustainable development, and the resolution of indicators of the socio-economic impact of the system. The substantiation of the application of analogies between testing software products and testing the dynamic system “quality of education” is presented. A type of relationship between the goal of sustainable development SDG 4 “Quality education” and other goals of sustainable development, particularly with SDG 8, “Decent work and economic growth” through the criteria for evaluating educational programs, is proposed. Based on the bibliometric analysis, the indicators of the socio-economic impact of the “quality of education” system are highlighted. The general algorithm for testing the design and the structural and logical diagram of the relationship between internal and external testing of the system are presented.

Advancing educational robotics: competence development for pre-service computer science teachers

Nataliia V. Morze — 2023-03-21

The rapid growth of robotics as an applied industry has created a pressing demand for robotics specialists skilled in the development, design, and programming of robots. This has led to the widespread popularity of robotics as an educational trend, both in Ukraine and worldwide. Integrating educational robotics into STEAM education offers a powerful platform for cultivating students’ soft skills, enabling them to tackle real-world socially significant projects and bridging the gap between theoretical knowledge and practical application. Consequently, there is a crucial need to equip pre-service teachers with the necessary skills to effectively teach educational robotics to students. This article addresses the issue of establishing a comprehensive model of competences in educational robotics for teachers and explores strategies for their development. The research demonstrates that pre-service computer science teachers exhibit the highest readiness to teach educational robotics in secondary schools. The article focuses on developing and validating a model of competences in educational robotics for pre-service computer science teachers, highlighting its effectiveness through the teaching of educational robotics disciplines. By fostering competence development among teachers, this study aims to advance the integration of educational robotics in classrooms, empowering students to thrive in a digitally-driven society.

The use of transferable skills in education and its impact on the economy

George Abuselidze — 2023-03-21

The purpose of the study is to determine and analyze the root cause of the problem, which prevents students from developing and implementing transfer skills. In the research, using secondary data, public documents and content analysis methods, current changes in the education system are studied and analyzed. In addition, in order to discuss the current situation in the Georgian educational market and to study the factors of the internationalization process in Georgia, a PESTEL analysis was conducted, within the framework of which the political, economic, social, technological, ecological and legitimate factors determining the attractiveness of Georgia for foreign students were identified. The topic is relevant because the rhythm of modern life depends on transfer skills. And the current events encourage and make inevitable the emergence of young people who can use their knowledge independently in the economy and culture. By teaching effective transferable skills, it is possible not only to correct an un-sustainable situation, but also to achieve strong and stable demand, productivity and economic growth. At the end of the paper, the main conclusions and recommendations for higher educational institutions and students are presented. Taking into account the received research results will make a positive contribution to the development of an effective state policy of university education. In the post-pandemic period, this is directly related to the acceleration of innovative processes in the country and the rational accumulation of economic wealth.

The management strategy in the educational institution during the crisis caused by COVID-19 pandemic

Yelyzaveta Mykhailova — 2023-03-21

The research is devoted to the impact of the economic crisis caused by COVID-19 pandemic on educational institutions. This impact is highlighted as two side processes, which appears due to the impact of economic crises on education and, from the other side, due to the inability of education to satisfy the demands of information society, as well as to predict the consequences of such impacts on the socio-economic sphere of society. The negative effect on education is overviewed from the perspective of reducing funding and reducing the number of participants in the educational process. At the same time there is an internal crisis in the education sector, which is developed through reducing the quality of education and lack of necessary forms of education. The purpose of the research is to analyse the ability of education to overcome the destructive effects of economic crises and the ability to change according to the needs of information society. The development of an anti-crisis management strategy in the educational institution during the crisis caused by COVID-19 pandemic should target the most problematic components of the educational sphere: funding, number of participants and institutions, quality, and forms of education. That is why the strategy of anti-crisis management can be represented in three main components: virtualization, HR policy, branding. Thus, from scientific and theoretical perspectives the provided research can be a basis for transformation of education, which may be adapted to the need’s modern society. This strategy was successfully implemented during 2020-2021 years, and the results of which is represented in the research.

Possibilities and limitations of social media in education processes during the pandemic: The teachers perspective

Laura Joana Papanikolopoulou Arco — 2023-03-21

The health emergency derived from the spread of COVID-19 led to the declaration of confinement for the protection of the population. During this temporary period, the educational centers of the Spanish state were forced to suspend face-to-face classes at all educational levels. To safeguard the teaching processes, educational centers and teachers relied on social media to continue their work. The objective of this study is to understand the possibilities and limitations of social media as the only means of communication in the educational and socialization processes of students from the perspective of teachers. The methodology used is based on the collection of data through a questionnaire distributed in the secondary education centers of the autonomous regions of the Basque Country and Navarra. The questionnaire was distributed electronically, respecting the anonymity of the teaching staff and the center in which they practice. The results reveal that the digital media the possibilities and limitations of these media in the teaching processes, showing that some of these are surmountable and others are not.

Modelling of AGM-style doxastic operations in three-valued setting

Nadiia P. Kozachenko — 2023-03-21

The goal of our work is to show how a theoretical approach to modeling of reasoning can be analyzed to identify controversial issues that reveal prospects for further research. We will consider one of the basic approaches to modeling of reasoning based on the concept of belief revision AGM, which is viewed as classical because it formulates the basic concepts of belief, introduces the main ways of representing beliefs, cognitive actions, systems of postulates for cognitive actions and the basic principles for constructing epistemic systems. However, this conceptual foundation raises many controversial issues that require further research, such as the problem of purity of the doxastic operations, the problem of primacy of the doxastic operations and the problem of connection between the doxastic operations. To find a possible solution to these controversial points, we will attempt to model the main ideas of AGM within the framework of standard consistent, and complete logic \L{}3. The basic principle of our translation is the scheme for constructing an epistemic theory proposed by G\"ardenfors, which is considered the basis of AGM. We use a strict three-valued logic formalism to constrain the functioning of doxastic operators and to test how they will function when trying to express the corresponding AGM postulates in a given system. It will allow us to approach the solution of the classical AGM problems or at least to present them from a different perspective. We consider the fundamental possibility of obtaining other doxastic operators in this way and also show how we can implement the minimality criterion for the contraction operator by combining several theorems of three-valued logic. The presented method of translating an informal conceptual scheme into formal logic is convenient for teaching students the basics of modeling and makes it possible to demonstrate the relationships and limitations of the modeled objects and processes.

Development of the information system for navigation in modern university campus

Liudmyla E. Gryzun — 2023-03-21

According to the aims, the paper highlights algorithmic, interface and technological solutions for the development of the information system for navigation in university campus. In the process of searching for algorithmic and interface solutions, the peculiarities of the scientific and applied problem of indoor navigation were analyzed, as well as the capabilities of selected analogues of navigation systems implementing similar functions of this subject domain were evaluated. It was concluded that the analyzed analogues, despite their significant functionality, have the set of limitations. The specification of functional and non-functional requirements for the university navigation system was carried out, its architecture was defined as a set of interconnected modules, for the implementation of which appropriate interface and algorithmic solutions were elaborated and covered. The main stages of design and development of the university navigation system in the context of the elaborated solutions are highlighted. The functionality of the implemented system is characterized. It was established that during the design it was possible to overcome the main limitations inherent in similar systems implementing indoor navigation. The results of the system implementation in the educational practice of a national university are highlighted. Feedback from users received during the approbation testified the feasibility of developing and using the information system for navigation in university campus. The prospects for further work are formulated.

An IoT system based on open APIs and geolocation for human health data analysis

Oksana V. Klochko — 2023-03-21

Development of applications based on open API is becoming increasingly popular today. Innovative projects using these technologies provide new opportunities for real-time human health monitoring. Such opportunities are also implemented using Internet of Things (IoT), artificial intelligence (AI) and cloud computing technologies. In the study, we developed an application based on open APIs using smart gadgets and meteorological geographic information system in the process of generating a message about the dangers to human health associated with: the presence of pollen in the air (grass pollen, birch pollen and olive pollen) indicating the level of its concentration in the air; problems with air quality, if the air quality indicator exceeds the permissible standards. The addition of such functions expands the possibilities to provide timely information about potential risks and threats and, accordingly, is an "anthropo-geo-sensor-digital" prerequisite for effective decision-making, prevailing. The implementation of this IoT system has significant methodological and technological potential that can be used to improve the efficiency of Healthcare, both in extreme conditions and in conditions of sustainable existence. First of all, this is relevant during and after the COVID-19 pandemic. The system we have developed can also be seen as one of the ways to innovate in Healthcare, in the educational process in institutions of higher education and in further scientific research on this topic. Further research in this area may be related to data processing in Healthcare systems based on machine learning, deep learning.

Smart education in the prospective teachers' training

Natalia Ye. Dmitrenko — 2023-03-21

The article reveals the features of smart education as a leading concept in the development of professional training of future teachers. The main components of smart education, such as a smart student, smart pedagogy and smart environment were characterized. The main principles of smart education and the ideas that formed the basis of this concept of education (mobile access, formation of new knowledge, creation of a smart environment) were defined. The features of smart education were substantiated. The peculiarities of the implementation of smart education in the conditions of the COVID-19 pandemic and military events in Ukraine were revealed. The functions of the smart system (site management system) in the process of studying the disciplines of the pedagogical cycle, its content and technological components, and facilities of the smart complexes for students and teachers in the process of training future teachers were defined. The criteria of smart complexes (automation, sequencing, assessment, data collection in real time, self-organisation) were singled out. The distance learning systems for creating smart complexes in the process of training prospective teachers were considered. The results of students’ survey as for using smart complexes in the educational process were analyzed. Due to the results, the advantages and disadvantages of using smart technologies in educational process were determined. The ways of further research work regarding the introduction of smart education into the educational process were outlined.